Import Libraries & Set Up¶
import warnings
import logging
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import bnlearn as bn
from pgmpy.global_vars import logger
from utils import * # Helper functions
warnings.filterwarnings('ignore')
logger.setLevel(logging.ERROR)
logging.getLogger('seaborn').setLevel(logging.ERROR)
logging.getLogger('matplotlib').setLevel(logging.ERROR)
logging.getLogger('pandas').setLevel(logging.ERROR)
palette = ['#800080', '#8A2BE2', '#FF69B4', '#DA70D6', '#9370DB', '#DDA0DD', '#BA55D3']
gradient_palette = sns.light_palette('#620080', as_cmap=True)
plt.rcParams['axes.prop_cycle'] = plt.cycler(color=palette)
sns.set_theme(style="whitegrid", palette=palette)
Dementia¶
Let's import the processed dataset.
dementia_df = pd.read_csv('data/dementia_data_processed.csv')
Discretising the Data¶
To prepare the data for a discrete BN, we must first discretise the data into bins.
dementia_df_5bins = discretise(dementia_df.copy(), nbins=5)
dementia_df_sturges = discretise(dementia_df.copy(), method='sturges')
dementia_df_freedman_diaconis = discretise(dementia_df.copy(), method='freedman-diaconis')
Then we can plot this discretised data to see the effects.
5 Bin Discretisation¶
dementia_df_5bins.head()
| Visit | MR Delay | M/F | Age | EDUC | SES | MMSE | CDR | eTIV | nWBV | ASF | Group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 4 | 1 | 1 | 1 | 2 | 2 | 2 | 0 | 2 | 1 |
| 1 | 0 | 0 | 4 | 1 | 2 | 3 | 4 | 0 | 0 | 1 | 3 | 0 |
| 2 | 0 | 0 | 0 | 1 | 2 | 2 | 4 | 1 | 1 | 2 | 2 | 1 |
| 3 | 0 | 0 | 4 | 1 | 2 | 1 | 4 | 0 | 1 | 2 | 2 | 0 |
| 4 | 0 | 0 | 0 | 1 | 1 | 3 | 4 | 0 | 2 | 2 | 2 | 0 |
plot_bins_barcharts(dementia_df_5bins)
Sturges Formula Discretisation¶
dementia_df_sturges.head()
| Visit | MR Delay | M/F | Age | EDUC | SES | MMSE | CDR | eTIV | nWBV | ASF | Group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 2 | 9 | 3 | 3 | 2 | 5 | 4 | 4 | 0 | 4 | 1 |
| 1 | 0 | 0 | 9 | 3 | 5 | 7 | 9 | 0 | 1 | 2 | 7 | 0 |
| 2 | 0 | 0 | 0 | 2 | 5 | 4 | 9 | 2 | 2 | 5 | 5 | 1 |
| 3 | 0 | 0 | 9 | 2 | 4 | 2 | 9 | 0 | 3 | 5 | 4 | 0 |
| 4 | 0 | 0 | 0 | 3 | 3 | 7 | 9 | 0 | 4 | 4 | 4 | 0 |
plot_bins_barcharts(dementia_df_sturges)
Freedman Diaconis Rule Discretisation¶
dementia_df_freedman_diaconis.head()
| Visit | MR Delay | M/F | Age | EDUC | SES | MMSE | CDR | eTIV | nWBV | ASF | Group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3 | 3 | 3 | 5 | 5 | 3 | 13 | 7 | 6 | 0 | 6 | 1 |
| 1 | 0 | 0 | 3 | 5 | 8 | 11 | 24 | 0 | 2 | 3 | 10 | 0 |
| 2 | 0 | 0 | 0 | 4 | 9 | 7 | 23 | 3 | 4 | 7 | 8 | 1 |
| 3 | 0 | 0 | 3 | 4 | 7 | 3 | 23 | 0 | 6 | 8 | 6 | 0 |
| 4 | 0 | 0 | 0 | 5 | 5 | 11 | 23 | 0 | 7 | 6 | 6 | 0 |
plot_bins_barcharts(dementia_df_freedman_diaconis)
Comparing Discretisation Methods¶
Visually we can see that the Freedman-Diaconis Rule seemingly performs well compared to the other methods, without much extra computation needed. We can verify this by checking the Mean Squared Error (MSE) in comparison to the original, continuous data.
from sklearn.metrics import mean_squared_error
mse_5bins = mean_squared_error(dementia_df, dementia_df_5bins)
mse_sturges = mean_squared_error(dementia_df, dementia_df_sturges)
mse_freedman_diaconis = mean_squared_error(dementia_df, dementia_df_freedman_diaconis)
mse_values = [mse_5bins, mse_sturges, mse_freedman_diaconis]
Now we can visualise the MSE scores of each method (the lower the better).
plt.bar(['5 Bins', 'Sturges', 'Freedman Diaconis'], mse_values)
plt.title('MSE for Different Discretisation Methods')
plt.ylabel('Mean Squared Error')
plt.yscale('log')
plt.show()
As observed, the Freedman-Diaconis method yields the best performance among the four discretisation methods. However, the significantly high MSE score suggests that discretising the data may not be the most effective approach for this dataset. This indicates that using discrete Bayesian Networks (BNs) could be introducing substantial information loss.
dementia_df = dementia_df_freedman_diaconis.copy()
dementia_df.describe().T
| count | unique | top | freq | |
|---|---|---|---|---|
| Visit | 408 | 8 | 0 | 168 |
| MR Delay | 408 | 12 | 0 | 170 |
| M/F | 408 | 4 | 3 | 222 |
| Age | 408 | 15 | 5 | 66 |
| EDUC | 408 | 14 | 5 | 116 |
| SES | 408 | 13 | 3 | 105 |
| MMSE | 408 | 18 | 24 | 199 |
| CDR | 408 | 9 | 0 | 202 |
| eTIV | 408 | 16 | 6 | 82 |
| nWBV | 408 | 14 | 6 | 66 |
| ASF | 408 | 15 | 6 | 85 |
| Group | 408 | 2 | 0 | 204 |
Learning Structure & Parameters with Cross-Validation¶
Now we will explore the process of structure learning and parameter learning for Bayesian Networks (BNs) using the provided dataset. We will evaluate multiple structure learning methods, perform parameter learning, and assess the results using cross-validation.
Our goals are:
- To understand the structure of the data using various structure learning algorithms.
- To learn the parameters of the best structure.
- To evaluate the performance of each method through cross-validation.
The methods we will use:
- Tree-Augmented Naive Bayes (TAN)
- Hill Climbing (HC) with BDeu scoring
- PC Algorithm
We will then evaluate each method's performance and compare the results.
Cross-Validation¶
In utils we have defined a function for cross validation, and we can run for each different type of model we want to test to see which one gets the best results.
evaluation = {}
Tree-Augmented Naive Bayes¶
structure_kwargs_tan = {'methodtype': 'tan', 'class_node': 'Group'}
Bayes¶
evaluation_tan_bayes = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})
Fold 1/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+---------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+---------------------+----------------------+ | eTIV(0) | 0.04955290611028316 | 0.052290076335877865 | +----------+---------------------+----------------------+ | eTIV(1) | 0.05402384500745157 | 0.05381679389312977 | +----------+---------------------+----------------------+ | eTIV(2) | 0.05551415797317437 | 0.0583969465648855 | +----------+---------------------+----------------------+ | eTIV(3) | 0.06594634873323398 | 0.07213740458015268 | +----------+---------------------+----------------------+ | eTIV(4) | 0.0912816691505216 | 0.06603053435114503 | +----------+---------------------+----------------------+ | eTIV(5) | 0.073397913561848 | 0.07824427480916031 | +----------+---------------------+----------------------+ | eTIV(6) | 0.0823397913561848 | 0.1133587786259542 | +----------+---------------------+----------------------+ | eTIV(7) | 0.0793591654247392 | 0.06603053435114503 | +----------+---------------------+----------------------+ | eTIV(8) | 0.05551415797317437 | 0.061450381679389314 | +----------+---------------------+----------------------+ | eTIV(9) | 0.06743666169895678 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(10) | 0.05998509687034277 | 0.07213740458015268 | +----------+---------------------+----------------------+ | eTIV(11) | 0.05402384500745157 | 0.05381679389312977 | +----------+---------------------+----------------------+ | eTIV(12) | 0.06445603576751117 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(13) | 0.04955290611028316 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(14) | 0.04806259314456036 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(15) | 0.04955290611028316 | 0.04923664122137405 | +----------+---------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09720730397422127 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.09720730397422127 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.11236424394319132 | ... | 0.08484065460809646 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of M/F: +--------+---------------------+-----+---------------------+----------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +--------+---------------------+-----+---------------------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------+---------------------+-----+---------------------+----------+ | M/F(0) | 0.3119266055045872 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(1) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(2) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(3) | 0.22935779816513763 | ... | 0.27184466019417475 | 0.25 | +--------+---------------------+-----+---------------------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.14285714285714285 | ... | 0.501594387755102 | +---------+---------------------+-----+---------------------+ | CDR(4) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.14285714285714285 | ... | 0.09980867346938775 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6879805746661272 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05908539053014975 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.05058680696074465 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.05058680696074465 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.506033 | +----------+----------+ | Group(1) | 0.493967 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 11
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[bnlearn]> Remaining columns for inference: 11
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Error for row 8 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
8 10 10 0 10 8 4 23 3 8 3 4 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 18 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
18 3 2 0 4 8 5 18 5 8 4 5 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 41 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
41 3 2 1 5 6 8 16 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 52 in fold 1: KeyError - 8
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
52 3 3 0 9 6 9 15 8 6 1 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 56 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
56 10 11 0 11 6 9 21 3 7 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 61 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
61 0 0 0 7 6 7 20 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Fold 2/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05037878787878788 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(1) | 0.053409090909090906 | 0.05442942942942943 | +----------+----------------------+----------------------+ | eTIV(2) | 0.054924242424242424 | 0.057432432432432436 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06401515151515151 | 0.06644144144144144 | +----------+----------------------+----------------------+ | eTIV(4) | 0.09128787878787879 | 0.07094594594594594 | +----------+----------------------+----------------------+ | eTIV(5) | 0.06553030303030304 | 0.07695195195195195 | +----------+----------------------+----------------------+ | eTIV(6) | 0.08825757575757576 | 0.11148648648648649 | +----------+----------------------+----------------------+ | eTIV(7) | 0.07613636363636364 | 0.06794294294294294 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05643939393939394 | 0.06794294294294294 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06856060606060606 | 0.05442942942942943 | +----------+----------------------+----------------------+ | eTIV(10) | 0.05795454545454545 | 0.06944444444444445 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05643939393939394 | 0.05292792792792793 | +----------+----------------------+----------------------+ | eTIV(12) | 0.06704545454545455 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(13) | 0.051893939393939395 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(14) | 0.04734848484848485 | 0.051426426426426426 | +----------+----------------------+----------------------+ | eTIV(15) | 0.05037878787878788 | 0.04842342342342342 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.10237131289762869 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.10237131289762869 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.07229612492770388 | ... | 0.10554561717352415 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.08536045997346305 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.08536045997346305 | ... | 0.08800729594163244 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+----------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+----------------------+ | CDR(0) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(3) | 0.11111111111111113 | ... | 0.5097905282331511 | +---------+---------------------+-----+----------------------+ | CDR(4) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(5) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(6) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(7) | 0.11111111111111113 | ... | 0.09175774134790525 | +---------+---------------------+-----+----------------------+ | CDR(8) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(11) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(14) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.652089783281734 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05766253869969042 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.497738 | +----------+----------+ | Group(1) | 0.502262 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 95 in fold 2: KeyError - 6
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
95 9 5 0 4 10 0 6 6 11 3 2 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
150 0 0 3 5 2 13 20 3 0 7 13 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 3/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05127245508982036 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(1) | 0.05726047904191617 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(2) | 0.05726047904191617 | 0.05965045592705167 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06773952095808383 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(4) | 0.09169161676646706 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07223053892215568 | 0.07484802431610943 | +----------+----------------------+----------------------+ | eTIV(6) | 0.0782185628742515 | 0.11436170212765957 | +----------+----------------------+----------------------+ | eTIV(7) | 0.0782185628742515 | 0.0702887537993921 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05875748502994012 | 0.06572948328267478 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06474550898203593 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(10) | 0.05726047904191617 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05127245508982036 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(12) | 0.06773952095808383 | 0.05053191489361702 | +----------+----------------------+----------------------+ | eTIV(13) | 0.049775449101796404 | 0.04901215805471125 | +----------+----------------------+----------------------+ | eTIV(14) | 0.048278443113772454 | 0.05205167173252279 | +----------+----------------------+----------------------+ | eTIV(15) | 0.048278443113772454 | 0.047492401215805474 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+--------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+--------------------+ | ASF(0) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(1) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(2) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(3) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(4) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(5) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(6) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(7) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(8) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(9) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(10) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(11) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(12) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(13) | 0.09002433090024334 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(14) | 0.11922141119221416 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09436913451511991 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.12356621480709074 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.07988645579886455 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.10908353609083536 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of M/F: +--------+---------------------+-----+---------------------+----------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +--------+---------------------+-----+---------------------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------+---------------------+-----+---------------------+----------+ | M/F(0) | 0.29245283018867924 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(1) | 0.2358490566037736 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(2) | 0.2358490566037736 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(3) | 0.2358490566037736 | ... | 0.29245283018867924 | 0.25 | +--------+---------------------+-----+---------------------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.12500000000000003 | ... | 0.5205263157894737 | +---------+---------------------+-----+---------------------+ | CDR(5) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.12500000000000003 | ... | 0.08473684210526317 | +---------+---------------------+-----+---------------------+ | CDR(8) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.11003236245954691 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6645522388059704 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05559701492537315 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.503771 | +----------+----------+ | Group(1) | 0.496229 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 189 in fold 3: KeyError - 4
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
189 3 3 3 7 5 7 17 4 6 6 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05015082956259427 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(1) | 0.057692307692307696 | 0.05158132530120482 | +----------+----------------------+----------------------+ | eTIV(2) | 0.059200603318250375 | 0.05760542168674699 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06825037707390648 | 0.06814759036144578 | +----------+----------------------+----------------------+ | eTIV(4) | 0.08484162895927602 | 0.07417168674698796 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07277526395173455 | 0.07868975903614457 | +----------+----------------------+----------------------+ | eTIV(6) | 0.08333333333333333 | 0.10278614457831325 | +----------+----------------------+----------------------+ | eTIV(7) | 0.07126696832579185 | 0.07115963855421686 | +----------+----------------------+----------------------+ | eTIV(8) | 0.059200603318250375 | 0.06814759036144578 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06372549019607843 | 0.0545933734939759 | +----------+----------------------+----------------------+ | eTIV(10) | 0.057692307692307696 | 0.0651355421686747 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05618401206636501 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(12) | 0.0667420814479638 | 0.05158132530120482 | +----------+----------------------+----------------------+ | eTIV(13) | 0.05015082956259427 | 0.048569277108433735 | +----------+----------------------+----------------------+ | eTIV(14) | 0.048642533936651584 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(15) | 0.05015082956259427 | 0.048569277108433735 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.1228070175438597 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.1272824919441461 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.0822890559732665 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.0822890559732665 | ... | 0.08484065460809646 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.11111111111111109 | ... | 0.4743496231461221 | +---------+---------------------+-----+---------------------+ | CDR(4) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(5) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.11111111111111109 | ... | 0.10017019207391199 | +---------+---------------------+-----+---------------------+ | CDR(8) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6621384750219107 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.06397896581945663 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.05477651183172657 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.05477651183172657 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.499623 | +----------+----------+ | Group(1) | 0.500377 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 266 in fold 4: KeyError - 7
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
266 7 9 1 11 6 7 21 3 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.052370030581039756 | 0.05089153046062407 | +----------+----------------------+----------------------+ | eTIV(1) | 0.05542813455657492 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(2) | 0.05695718654434251 | 0.056835066864784546 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06613149847094801 | 0.07020802377414562 | +----------+----------------------+----------------------+ | eTIV(4) | 0.08753822629969418 | 0.07169390787518573 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07224770642201835 | 0.07763744427934621 | +----------+----------------------+----------------------+ | eTIV(6) | 0.07836391437308869 | 0.11329866270430906 | +----------+----------------------+----------------------+ | eTIV(7) | 0.08142201834862385 | 0.0687221396731055 | +----------+----------------------+----------------------+ | eTIV(8) | 0.060015290519877675 | 0.0687221396731055 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06154434250764526 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(10) | 0.06307339449541284 | 0.06426448736998513 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05389908256880734 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(12) | 0.060015290519877675 | 0.05089153046062407 | +----------+----------------------+----------------------+ | eTIV(13) | 0.052370030581039756 | 0.04940564635958395 | +----------+----------------------+----------------------+ | eTIV(14) | 0.04931192660550459 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(15) | 0.04931192660550459 | 0.04791976225854384 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06082725060827252 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09002433090024334 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.11922141119221416 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09938236945536215 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.12857944974733293 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.07018528916339135 | ... | 0.10554561717352415 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+----------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+----------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+----------------------+-----+----------------------+ | MMSE(6) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(10) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(11) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(12) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(13) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(14) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(15) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(16) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(17) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(18) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(19) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(20) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(21) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(22) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(23) | 0.08622262773722628 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(24) | 0.11541970802919709 | ... | 0.09156976744186046 | +----------+----------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2281021897810219 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2281021897810219 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2281021897810219 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.3156934306569343 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | +---------+----------+----------+-----+---------------------+ | MMSE | MMSE(6) | MMSE(10) | ... | MMSE(24) | +---------+----------+----------+-----+---------------------+ | CDR(0) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(3) | 0.125 | 0.125 | ... | 0.4874454148471616 | +---------+----------+----------+-----+---------------------+ | CDR(4) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(5) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(6) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(7) | 0.125 | 0.125 | ... | 0.10316593886462883 | +---------+----------+----------+-----+---------------------+ | CDR(8) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(14) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.11003236245954691 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6705572289156628 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04706325301204821 | ... | 0.14217557251908394 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04706325301204821 | ... | 0.14217557251908394 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.492841 | +----------+----------+ | Group(1) | 0.507159 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 331 in fold 5: KeyError - 0
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
331 12 5 0 3 9 0 0 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
379 9 4 0 3 9 0 2 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
390 3 2 0 7 12 0 21 11 10 7 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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evaluation['Tree-Augmented Naive Bayes (Bayes)'] = evaluation_tan_bayes
Maximum Likelihood¶
evaluation_tan_ml = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})
Fold 1/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+-----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+-----------------------+ | eTIV(0) | 0.011695906432748537 | 0.01935483870967742 | +----------+----------------------+-----------------------+ | eTIV(1) | 0.029239766081871343 | 0.025806451612903226 | +----------+----------------------+-----------------------+ | eTIV(2) | 0.03508771929824561 | 0.04516129032258064 | +----------+----------------------+-----------------------+ | eTIV(3) | 0.07602339181286549 | 0.1032258064516129 | +----------+----------------------+-----------------------+ | eTIV(4) | 0.17543859649122806 | 0.07741935483870968 | +----------+----------------------+-----------------------+ | eTIV(5) | 0.10526315789473684 | 0.12903225806451613 | +----------+----------------------+-----------------------+ | eTIV(6) | 0.14035087719298245 | 0.27741935483870966 | +----------+----------------------+-----------------------+ | eTIV(7) | 0.1286549707602339 | 0.07741935483870968 | +----------+----------------------+-----------------------+ | eTIV(8) | 0.03508771929824561 | 0.05806451612903226 | +----------+----------------------+-----------------------+ | eTIV(9) | 0.08187134502923976 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(10) | 0.05263157894736842 | 0.1032258064516129 | +----------+----------------------+-----------------------+ | eTIV(11) | 0.029239766081871343 | 0.025806451612903226 | +----------+----------------------+-----------------------+ | eTIV(12) | 0.07017543859649122 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(13) | 0.011695906432748537 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(14) | 0.005847953216374269 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(15) | 0.011695906432748537 | 0.0064516129032258064 | +----------+----------------------+-----------------------+ [bnlearn] >CPD of ASF: +---------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+----------+----------+-----+----------+----------+----------+ | ASF(0) | 0.0 | 0.0 | ... | 0.0 | 1.0 | 1.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(1) | 0.0 | 0.0 | ... | 1.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(3) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(9) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(11) | 0.0 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(12) | 0.0 | 0.6 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(13) | 0.5 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(14) | 0.5 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(6) | 0.5 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(9) | 0.5 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | 0.8 | ... | 0.0 | 0.5 | 1.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | 0.0 | ... | 0.5 | 0.5 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(23) | 0.0 | 0.4 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(24) | 1.0 | 0.4 | ... | 0.5 | 0.5 | 1.0 | +----------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+--------------------+-----+----------+---------------------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +----------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +----------+--------------------+-----+----------+---------------------+ | nWBV(0) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(1) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(2) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(3) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(4) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(5) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(6) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(7) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(8) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(9) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(10) | 0.0 | ... | 1.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(11) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(12) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(13) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | ASF | ASF(0) | ASF(0) | ... | ASF(13) | ASF(14) | ASF(14) | +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+----------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+----------------------+ | CDR(0) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(3) | 0.14285714285714285 | ... | 0.9545454545454546 | +---------+---------------------+-----+----------------------+ | CDR(4) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(6) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(7) | 0.14285714285714285 | ... | 0.045454545454545456 | +---------+---------------------+-----+----------------------+ | CDR(11) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(14) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+----------+-----+----------+----------+ | Age | Age(0) | ... | Age(14) | Age(14) | +--------------+----------+-----+----------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------------+----------+-----+----------+----------+ | MR Delay(0) | 0.8 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(1) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(2) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(3) | 0.0 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(4) | 0.2 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(5) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(6) | 0.0 | ... | 1.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(7) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(8) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(9) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(10) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(11) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+----------------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+----------------------+-----+--------------+--------------+ | Visit(0) | 0.9868421052631579 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(3) | 0.013157894736842105 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 1.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(7) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+---------+ | Group(0) | 0.52454 | +----------+---------+ | Group(1) | 0.47546 | +----------+---------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 11
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Error for row 8 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
8 10 10 0 10 8 4 23 3 8 3 4 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 18 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
18 3 2 0 4 8 5 18 5 8 4 5 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 41 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
41 3 2 1 5 6 8 16 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 52 in fold 1: KeyError - 8
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
52 3 3 0 9 6 9 15 8 6 1 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 56 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
56 10 11 0 11 6 9 21 3 7 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 61 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
61 0 0 0 7 6 7 20 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Fold 2/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------+----------------------+ | eTIV(0) | 0.0125 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(1) | 0.025 | 0.030120481927710843 | +----------+----------+----------------------+ | eTIV(2) | 0.03125 | 0.04216867469879518 | +----------+----------+----------------------+ | eTIV(3) | 0.06875 | 0.0783132530120482 | +----------+----------+----------------------+ | eTIV(4) | 0.18125 | 0.0963855421686747 | +----------+----------+----------------------+ | eTIV(5) | 0.075 | 0.12048192771084337 | +----------+----------+----------------------+ | eTIV(6) | 0.16875 | 0.25903614457831325 | +----------+----------+----------------------+ | eTIV(7) | 0.11875 | 0.08433734939759036 | +----------+----------+----------------------+ | eTIV(8) | 0.0375 | 0.08433734939759036 | +----------+----------+----------------------+ | eTIV(9) | 0.0875 | 0.030120481927710843 | +----------+----------+----------------------+ | eTIV(10) | 0.04375 | 0.09036144578313253 | +----------+----------+----------------------+ | eTIV(11) | 0.0375 | 0.024096385542168676 | +----------+----------+----------------------+ | eTIV(12) | 0.08125 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(13) | 0.01875 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(14) | 0.0 | 0.018072289156626505 | +----------+----------+----------------------+ | eTIV(15) | 0.0125 | 0.006024096385542169 | +----------+----------+----------------------+ [bnlearn] >CPD of ASF: +---------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +---------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +---------+----------+----------+-----+--------------------+----------+ | ASF(0) | 0.0 | 0.0 | ... | 0.6666666666666666 | 1.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(1) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(3) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(9) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(12) | 0.0 | 0.75 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(13) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(14) | 0.5 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +----------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+--------------------+----------+ | EDUC(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(5) | 0.0 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(6) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(9) | 0.5 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(11) | 0.0 | 0.5 | ... | 0.3333333333333333 | 1.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(13) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +----------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+--------------------+----------+ | MMSE(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(13) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(14) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(16) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(17) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(18) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(19) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(20) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(21) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(22) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(23) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(24) | 0.5 | 0.75 | ... | 0.6666666666666666 | 1.0 | +----------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 0.5 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 1.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 1.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.08333333333333333 | ... | 1.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+--------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+--------------------+-----+---------------------+ | CDR(0) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(3) | 0.1111111111111111 | ... | 0.9285714285714286 | +---------+--------------------+-----+---------------------+ | CDR(4) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(5) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(6) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(7) | 0.1111111111111111 | ... | 0.07142857142857142 | +---------+--------------------+-----+---------------------+ | CDR(8) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(11) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(14) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+----------+----------+-----+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | +---------+----------+----------+-----+---------------------+ | nWBV | nWBV(0) | nWBV(1) | ... | nWBV(13) | +---------+----------+----------+-----+---------------------+ | Age(0) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(1) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(2) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(3) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(4) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(5) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(6) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(7) | 0.0 | 0.4 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(8) | 1.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(9) | 0.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(10) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(11) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(12) | 0.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(13) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(14) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+----------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+----------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+----------+----------+ | MR Delay(0) | ... | 0.0 | 0.5 | +--------------+-----+----------+----------+ | MR Delay(1) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(2) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(3) | ... | 0.0 | 0.5 | +--------------+-----+----------+----------+ | MR Delay(4) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(5) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(6) | ... | 1.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(7) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(8) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(9) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(10) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(11) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +-----------+----------------------+-----+--------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+----------------------+-----+--------------------+ | Visit(0) | 0.9848484848484849 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(3) | 0.015151515151515152 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(4) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(6) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(7) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(9) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(10) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(12) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.490798 | +----------+----------+ | Group(1) | 0.509202 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 95 in fold 2: KeyError - 6
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
95 9 5 0 4 10 0 6 6 11 3 2 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
150 0 0 3 5 2 13 20 3 0 7 13 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 3/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.017857142857142856 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(1) | 0.041666666666666664 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(2) | 0.041666666666666664 | 0.05063291139240506 | +----------+----------------------+----------------------+ | eTIV(3) | 0.08333333333333333 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(4) | 0.17857142857142858 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(5) | 0.10119047619047619 | 0.11392405063291139 | +----------+----------------------+----------------------+ | eTIV(6) | 0.125 | 0.27848101265822783 | +----------+----------------------+----------------------+ | eTIV(7) | 0.125 | 0.0949367088607595 | +----------+----------------------+----------------------+ | eTIV(8) | 0.047619047619047616 | 0.0759493670886076 | +----------+----------------------+----------------------+ | eTIV(9) | 0.07142857142857142 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(10) | 0.041666666666666664 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(11) | 0.017857142857142856 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(12) | 0.08333333333333333 | 0.012658227848101266 | +----------+----------------------+----------------------+ | eTIV(13) | 0.011904761904761904 | 0.006329113924050633 | +----------+----------------------+----------------------+ | eTIV(14) | 0.005952380952380952 | 0.0189873417721519 | +----------+----------------------+----------------------+ | eTIV(15) | 0.005952380952380952 | 0.0 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+--------------------+-----+---------------------+ | ASF(0) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(1) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(2) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(3) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(4) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(5) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(6) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(7) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(8) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(9) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(10) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(11) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(12) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(13) | 0.3333333333333333 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(14) | 0.6666666666666666 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+--------------------+-----+---------------------+ | EDUC(0) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(1) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(2) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(4) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(5) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(6) | 0.3333333333333333 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(7) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(8) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(9) | 0.6666666666666666 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(10) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(11) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(12) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(13) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(15) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+--------------------+-----+---------------------+ | MMSE(0) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(2) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(6) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(10) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(11) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(12) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(13) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(14) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(15) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(16) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(17) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(18) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(19) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(20) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(21) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(22) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(23) | 0.3333333333333333 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(24) | 0.6666666666666666 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.5 | 0.5 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 0.5 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | ASF | ASF(0) | ASF(0) | ... | ASF(13) | ASF(14) | ASF(14) | +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+----------+-----+----------+----------+----------+ | MMSE | MMSE(0) | MMSE(2) | ... | MMSE(22) | MMSE(23) | MMSE(24) | +---------+----------+----------+-----+----------+----------+----------+ | CDR(0) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(3) | 0.125 | 0.125 | ... | 0.65 | 0.95 | 0.96 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(5) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(6) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(7) | 0.125 | 0.125 | ... | 0.35 | 0.05 | 0.04 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(8) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(11) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(14) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+---------------------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+---------------------+----------+ | MR Delay(0) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(1) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(2) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(3) | ... | 0.08333333333333333 | 1.0 | +--------------+-----+---------------------+----------+ | MR Delay(4) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(5) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(6) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(7) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(8) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(9) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(10) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(11) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +-----------+----------------------+-----+--------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+----------------------+-----+--------------------+ | Visit(0) | 0.9857142857142858 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(3) | 0.014285714285714285 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(4) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(6) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(7) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(9) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(10) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(12) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.515337 | +----------+----------+ | Group(1) | 0.484663 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 11
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Error for row 189 in fold 3: KeyError - 4
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
189 3 3 3 7 5 7 17 4 6 6 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.012269938650306749 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(1) | 0.04294478527607362 | 0.018292682926829267 | +----------+----------------------+----------------------+ | eTIV(2) | 0.049079754601226995 | 0.042682926829268296 | +----------+----------------------+----------------------+ | eTIV(3) | 0.08588957055214724 | 0.08536585365853659 | +----------+----------------------+----------------------+ | eTIV(4) | 0.15337423312883436 | 0.10975609756097561 | +----------+----------------------+----------------------+ | eTIV(5) | 0.10429447852760736 | 0.12804878048780488 | +----------+----------------------+----------------------+ | eTIV(6) | 0.147239263803681 | 0.22560975609756098 | +----------+----------------------+----------------------+ | eTIV(7) | 0.09815950920245399 | 0.0975609756097561 | +----------+----------------------+----------------------+ | eTIV(8) | 0.049079754601226995 | 0.08536585365853659 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06748466257668712 | 0.03048780487804878 | +----------+----------------------+----------------------+ | eTIV(10) | 0.04294478527607362 | 0.07317073170731707 | +----------+----------------------+----------------------+ | eTIV(11) | 0.03680981595092025 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(12) | 0.07975460122699386 | 0.018292682926829267 | +----------+----------------------+----------------------+ | eTIV(13) | 0.012269938650306749 | 0.006097560975609756 | +----------+----------------------+----------------------+ | eTIV(14) | 0.006134969325153374 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(15) | 0.012269938650306749 | 0.006097560975609756 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+----------+-----+----------+----------+----------+ | ASF(0) | 0.0 | ... | 0.0 | 0.75 | 1.0 | +---------+----------+-----+----------+----------+----------+ | ASF(1) | 0.0 | ... | 1.0 | 0.25 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(3) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(9) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(14) | 1.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(9) | 1.0 | ... | 1.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | ... | 0.0 | 0.25 | 1.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+-----+----------+----------+----------+ | MMSE(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(23) | 0.5 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(24) | 0.5 | ... | 1.0 | 0.5 | 1.0 | +----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+--------------------+-----+----------+---------------------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +----------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +----------+--------------------+-----+----------+---------------------+ | nWBV(0) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(1) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(2) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(3) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(4) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(5) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(6) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(7) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(8) | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(9) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(10) | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(11) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(12) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(13) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +---------+--------------------+-----+----------+---------------------+ | MMSE | MMSE(0) | ... | MMSE(23) | MMSE(24) | +---------+--------------------+-----+----------+---------------------+ | CDR(0) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(3) | 0.1111111111111111 | ... | 0.95 | 0.9130434782608695 | +---------+--------------------+-----+----------+---------------------+ | CDR(4) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(5) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(6) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(7) | 0.1111111111111111 | ... | 0.05 | 0.08695652173913043 | +---------+--------------------+-----+----------+---------------------+ | CDR(8) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(11) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(14) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+----------+-----+----------+----------+ | Age | Age(0) | ... | Age(14) | Age(14) | +--------------+----------+-----+----------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------------+----------+-----+----------+----------+ | MR Delay(0) | 0.8 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(1) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(2) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(3) | 0.2 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(4) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(5) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(6) | 0.0 | ... | 1.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(7) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(8) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(9) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(10) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(11) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+----------------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+----------------------+-----+--------------+--------------+ | Visit(0) | 0.9850746268656716 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(3) | 0.014925373134328358 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 0.5 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(10) | 0.0 | ... | 0.5 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.498471 | +----------+----------+ | Group(1) | 0.501529 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 266 in fold 4: KeyError - 7
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
266 7 9 1 11 6 7 21 3 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.01948051948051948 | 0.017341040462427744 | +----------+----------------------+----------------------+ | eTIV(1) | 0.032467532467532464 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(2) | 0.03896103896103896 | 0.04046242774566474 | +----------+----------------------+----------------------+ | eTIV(3) | 0.07792207792207792 | 0.09248554913294797 | +----------+----------------------+----------------------+ | eTIV(4) | 0.16883116883116883 | 0.09826589595375723 | +----------+----------------------+----------------------+ | eTIV(5) | 0.1038961038961039 | 0.12138728323699421 | +----------+----------------------+----------------------+ | eTIV(6) | 0.12987012987012986 | 0.26011560693641617 | +----------+----------------------+----------------------+ | eTIV(7) | 0.14285714285714285 | 0.08670520231213873 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05194805194805195 | 0.08670520231213873 | +----------+----------------------+----------------------+ | eTIV(9) | 0.05844155844155844 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(10) | 0.06493506493506493 | 0.06936416184971098 | +----------+----------------------+----------------------+ | eTIV(11) | 0.025974025974025976 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(12) | 0.05194805194805195 | 0.017341040462427744 | +----------+----------------------+----------------------+ | eTIV(13) | 0.01948051948051948 | 0.011560693641618497 | +----------+----------------------+----------------------+ | eTIV(14) | 0.006493506493506494 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(15) | 0.006493506493506494 | 0.005780346820809248 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+--------------------+-----+----------+----------+----------+ | ASF(0) | 0.0 | ... | 0.0 | 0.75 | 1.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(1) | 0.0 | ... | 1.0 | 0.25 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(3) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(9) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(13) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(14) | 0.6666666666666666 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+--------------------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(6) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(9) | 0.6666666666666666 | ... | 0.5 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | ... | 0.0 | 0.25 | 1.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+--------------------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | ... | 0.5 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(23) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(24) | 0.6666666666666666 | ... | 0.5 | 0.5 | 1.0 | +----------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 0.5 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.5 | 0.25 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 0.75 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +---------+----------+----------+-----+----------+---------------------+ | MMSE | MMSE(6) | MMSE(10) | ... | MMSE(23) | MMSE(24) | +---------+----------+----------+-----+----------+---------------------+ | CDR(0) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(3) | 0.125 | 0.125 | ... | 1.0 | 0.9230769230769231 | +---------+----------+----------+-----+----------+---------------------+ | CDR(4) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(5) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(6) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(7) | 0.125 | 0.125 | ... | 0.0 | 0.07692307692307693 | +---------+----------+----------+-----+----------+---------------------+ | CDR(8) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(14) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+----------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+----------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+----------+----------+ | MR Delay(0) | ... | 0.0 | 1.0 | +--------------+-----+----------+----------+ | MR Delay(1) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(2) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(3) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(4) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(5) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(6) | ... | 1.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(7) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(8) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(9) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(10) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(11) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+-------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+-------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+-------------+-----+--------------+--------------+ | Visit(0) | 1.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(3) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 0.5 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(7) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.5 | +-----------+-------------+-----+--------------+--------------+ | Visit(10) | 0.0 | ... | 0.5 | 0.5 | +-----------+-------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.470948 | +----------+----------+ | Group(1) | 0.529052 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 331 in fold 5: KeyError - 0
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
331 12 5 0 3 9 0 0 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
379 9 4 0 3 9 0 2 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
390 3 2 0 7 12 0 21 11 10 7 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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evaluation['Tree-Augmented Naive Bayes (Maximum Likelihood)'] = evaluation_tan_ml
Hill Climbing¶
structure_kwargs_hc = {'methodtype': 'hc', 'scoretype': 'bdeu'}
Bayes¶
evaluation_hc_bayes = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})
Fold 1/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+---------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+---------------------+----------------------+ | eTIV(0) | 0.04955290611028316 | 0.052290076335877865 | +----------+---------------------+----------------------+ | eTIV(1) | 0.05402384500745157 | 0.05381679389312977 | +----------+---------------------+----------------------+ | eTIV(2) | 0.05551415797317437 | 0.0583969465648855 | +----------+---------------------+----------------------+ | eTIV(3) | 0.06594634873323398 | 0.07213740458015268 | +----------+---------------------+----------------------+ | eTIV(4) | 0.0912816691505216 | 0.06603053435114503 | +----------+---------------------+----------------------+ | eTIV(5) | 0.073397913561848 | 0.07824427480916031 | +----------+---------------------+----------------------+ | eTIV(6) | 0.0823397913561848 | 0.1133587786259542 | +----------+---------------------+----------------------+ | eTIV(7) | 0.0793591654247392 | 0.06603053435114503 | +----------+---------------------+----------------------+ | eTIV(8) | 0.05551415797317437 | 0.061450381679389314 | +----------+---------------------+----------------------+ | eTIV(9) | 0.06743666169895678 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(10) | 0.05998509687034277 | 0.07213740458015268 | +----------+---------------------+----------------------+ | eTIV(11) | 0.05402384500745157 | 0.05381679389312977 | +----------+---------------------+----------------------+ | eTIV(12) | 0.06445603576751117 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(13) | 0.04955290611028316 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(14) | 0.04806259314456036 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(15) | 0.04955290611028316 | 0.04923664122137405 | +----------+---------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09720730397422127 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.09720730397422127 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.11236424394319132 | ... | 0.08484065460809646 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of M/F: +--------+---------------------+-----+---------------------+----------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +--------+---------------------+-----+---------------------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------+---------------------+-----+---------------------+----------+ | M/F(0) | 0.3119266055045872 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(1) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(2) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(3) | 0.22935779816513763 | ... | 0.27184466019417475 | 0.25 | +--------+---------------------+-----+---------------------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.14285714285714285 | ... | 0.501594387755102 | +---------+---------------------+-----+---------------------+ | CDR(4) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.14285714285714285 | ... | 0.09980867346938775 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6879805746661272 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05908539053014975 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.05058680696074465 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.05058680696074465 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.506033 | +----------+----------+ | Group(1) | 0.493967 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 11
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Error for row 8 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
8 10 10 0 10 8 4 23 3 8 3 4 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 18 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
18 3 2 0 4 8 5 18 5 8 4 5 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 41 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
41 3 2 1 5 6 8 16 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 52 in fold 1: KeyError - 8
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
52 3 3 0 9 6 9 15 8 6 1 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 56 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
56 10 11 0 11 6 9 21 3 7 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 61 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
61 0 0 0 7 6 7 20 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Fold 2/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05037878787878788 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(1) | 0.053409090909090906 | 0.05442942942942943 | +----------+----------------------+----------------------+ | eTIV(2) | 0.054924242424242424 | 0.057432432432432436 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06401515151515151 | 0.06644144144144144 | +----------+----------------------+----------------------+ | eTIV(4) | 0.09128787878787879 | 0.07094594594594594 | +----------+----------------------+----------------------+ | eTIV(5) | 0.06553030303030304 | 0.07695195195195195 | +----------+----------------------+----------------------+ | eTIV(6) | 0.08825757575757576 | 0.11148648648648649 | +----------+----------------------+----------------------+ | eTIV(7) | 0.07613636363636364 | 0.06794294294294294 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05643939393939394 | 0.06794294294294294 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06856060606060606 | 0.05442942942942943 | +----------+----------------------+----------------------+ | eTIV(10) | 0.05795454545454545 | 0.06944444444444445 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05643939393939394 | 0.05292792792792793 | +----------+----------------------+----------------------+ | eTIV(12) | 0.06704545454545455 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(13) | 0.051893939393939395 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(14) | 0.04734848484848485 | 0.051426426426426426 | +----------+----------------------+----------------------+ | eTIV(15) | 0.05037878787878788 | 0.04842342342342342 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.10237131289762869 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.10237131289762869 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.07229612492770388 | ... | 0.10554561717352415 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.08536045997346305 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.08536045997346305 | ... | 0.08800729594163244 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+----------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+----------------------+ | CDR(0) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(3) | 0.11111111111111113 | ... | 0.5097905282331511 | +---------+---------------------+-----+----------------------+ | CDR(4) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(5) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(6) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(7) | 0.11111111111111113 | ... | 0.09175774134790525 | +---------+---------------------+-----+----------------------+ | CDR(8) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(11) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(14) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.652089783281734 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05766253869969042 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.497738 | +----------+----------+ | Group(1) | 0.502262 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 95 in fold 2: KeyError - 6
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
95 9 5 0 4 10 0 6 6 11 3 2 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
150 0 0 3 5 2 13 20 3 0 7 13 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 3/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05127245508982036 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(1) | 0.05726047904191617 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(2) | 0.05726047904191617 | 0.05965045592705167 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06773952095808383 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(4) | 0.09169161676646706 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07223053892215568 | 0.07484802431610943 | +----------+----------------------+----------------------+ | eTIV(6) | 0.0782185628742515 | 0.11436170212765957 | +----------+----------------------+----------------------+ | eTIV(7) | 0.0782185628742515 | 0.0702887537993921 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05875748502994012 | 0.06572948328267478 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06474550898203593 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(10) | 0.05726047904191617 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05127245508982036 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(12) | 0.06773952095808383 | 0.05053191489361702 | +----------+----------------------+----------------------+ | eTIV(13) | 0.049775449101796404 | 0.04901215805471125 | +----------+----------------------+----------------------+ | eTIV(14) | 0.048278443113772454 | 0.05205167173252279 | +----------+----------------------+----------------------+ | eTIV(15) | 0.048278443113772454 | 0.047492401215805474 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+--------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+--------------------+ | ASF(0) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(1) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(2) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(3) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(4) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(5) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(6) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(7) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(8) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(9) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(10) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(11) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(12) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(13) | 0.09002433090024334 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(14) | 0.11922141119221416 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09436913451511991 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.12356621480709074 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.07988645579886455 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.10908353609083536 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of M/F: +--------+---------------------+-----+---------------------+----------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +--------+---------------------+-----+---------------------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------+---------------------+-----+---------------------+----------+ | M/F(0) | 0.29245283018867924 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(1) | 0.2358490566037736 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(2) | 0.2358490566037736 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(3) | 0.2358490566037736 | ... | 0.29245283018867924 | 0.25 | +--------+---------------------+-----+---------------------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.12500000000000003 | ... | 0.5205263157894737 | +---------+---------------------+-----+---------------------+ | CDR(5) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.12500000000000003 | ... | 0.08473684210526317 | +---------+---------------------+-----+---------------------+ | CDR(8) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.11003236245954691 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6645522388059704 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05559701492537315 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.503771 | +----------+----------+ | Group(1) | 0.496229 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 189 in fold 3: KeyError - 4
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
189 3 3 3 7 5 7 17 4 6 6 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05015082956259427 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(1) | 0.057692307692307696 | 0.05158132530120482 | +----------+----------------------+----------------------+ | eTIV(2) | 0.059200603318250375 | 0.05760542168674699 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06825037707390648 | 0.06814759036144578 | +----------+----------------------+----------------------+ | eTIV(4) | 0.08484162895927602 | 0.07417168674698796 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07277526395173455 | 0.07868975903614457 | +----------+----------------------+----------------------+ | eTIV(6) | 0.08333333333333333 | 0.10278614457831325 | +----------+----------------------+----------------------+ | eTIV(7) | 0.07126696832579185 | 0.07115963855421686 | +----------+----------------------+----------------------+ | eTIV(8) | 0.059200603318250375 | 0.06814759036144578 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06372549019607843 | 0.0545933734939759 | +----------+----------------------+----------------------+ | eTIV(10) | 0.057692307692307696 | 0.0651355421686747 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05618401206636501 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(12) | 0.0667420814479638 | 0.05158132530120482 | +----------+----------------------+----------------------+ | eTIV(13) | 0.05015082956259427 | 0.048569277108433735 | +----------+----------------------+----------------------+ | eTIV(14) | 0.048642533936651584 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(15) | 0.05015082956259427 | 0.048569277108433735 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.1228070175438597 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.1272824919441461 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.0822890559732665 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.0822890559732665 | ... | 0.08484065460809646 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.11111111111111109 | ... | 0.4743496231461221 | +---------+---------------------+-----+---------------------+ | CDR(4) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(5) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.11111111111111109 | ... | 0.10017019207391199 | +---------+---------------------+-----+---------------------+ | CDR(8) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6621384750219107 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.06397896581945663 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.05477651183172657 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.05477651183172657 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.499623 | +----------+----------+ | Group(1) | 0.500377 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 266 in fold 4: KeyError - 7
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
266 7 9 1 11 6 7 21 3 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.052370030581039756 | 0.05089153046062407 | +----------+----------------------+----------------------+ | eTIV(1) | 0.05542813455657492 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(2) | 0.05695718654434251 | 0.056835066864784546 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06613149847094801 | 0.07020802377414562 | +----------+----------------------+----------------------+ | eTIV(4) | 0.08753822629969418 | 0.07169390787518573 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07224770642201835 | 0.07763744427934621 | +----------+----------------------+----------------------+ | eTIV(6) | 0.07836391437308869 | 0.11329866270430906 | +----------+----------------------+----------------------+ | eTIV(7) | 0.08142201834862385 | 0.0687221396731055 | +----------+----------------------+----------------------+ | eTIV(8) | 0.060015290519877675 | 0.0687221396731055 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06154434250764526 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(10) | 0.06307339449541284 | 0.06426448736998513 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05389908256880734 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(12) | 0.060015290519877675 | 0.05089153046062407 | +----------+----------------------+----------------------+ | eTIV(13) | 0.052370030581039756 | 0.04940564635958395 | +----------+----------------------+----------------------+ | eTIV(14) | 0.04931192660550459 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(15) | 0.04931192660550459 | 0.04791976225854384 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06082725060827252 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09002433090024334 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.11922141119221416 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09938236945536215 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.12857944974733293 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.07018528916339135 | ... | 0.10554561717352415 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+----------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+----------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+----------------------+-----+----------------------+ | MMSE(6) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(10) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(11) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(12) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(13) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(14) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(15) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(16) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(17) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(18) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(19) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(20) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(21) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(22) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(23) | 0.08622262773722628 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(24) | 0.11541970802919709 | ... | 0.09156976744186046 | +----------+----------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2281021897810219 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2281021897810219 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2281021897810219 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.3156934306569343 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | +---------+----------+----------+-----+---------------------+ | MMSE | MMSE(6) | MMSE(10) | ... | MMSE(24) | +---------+----------+----------+-----+---------------------+ | CDR(0) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(3) | 0.125 | 0.125 | ... | 0.4874454148471616 | +---------+----------+----------+-----+---------------------+ | CDR(4) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(5) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(6) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(7) | 0.125 | 0.125 | ... | 0.10316593886462883 | +---------+----------+----------+-----+---------------------+ | CDR(8) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(14) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.11003236245954691 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6705572289156628 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04706325301204821 | ... | 0.14217557251908394 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04706325301204821 | ... | 0.14217557251908394 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.492841 | +----------+----------+ | Group(1) | 0.507159 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 331 in fold 5: KeyError - 0
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
331 12 5 0 3 9 0 0 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
379 9 4 0 3 9 0 2 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
390 3 2 0 7 12 0 21 11 10 7 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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evaluation['BDeu Hill Climbing (Bayes)'] = evaluation_hc_bayes
Maximum Likelihood¶
evaluation_hc_ml = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})
Fold 1/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+-----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+-----------------------+ | eTIV(0) | 0.011695906432748537 | 0.01935483870967742 | +----------+----------------------+-----------------------+ | eTIV(1) | 0.029239766081871343 | 0.025806451612903226 | +----------+----------------------+-----------------------+ | eTIV(2) | 0.03508771929824561 | 0.04516129032258064 | +----------+----------------------+-----------------------+ | eTIV(3) | 0.07602339181286549 | 0.1032258064516129 | +----------+----------------------+-----------------------+ | eTIV(4) | 0.17543859649122806 | 0.07741935483870968 | +----------+----------------------+-----------------------+ | eTIV(5) | 0.10526315789473684 | 0.12903225806451613 | +----------+----------------------+-----------------------+ | eTIV(6) | 0.14035087719298245 | 0.27741935483870966 | +----------+----------------------+-----------------------+ | eTIV(7) | 0.1286549707602339 | 0.07741935483870968 | +----------+----------------------+-----------------------+ | eTIV(8) | 0.03508771929824561 | 0.05806451612903226 | +----------+----------------------+-----------------------+ | eTIV(9) | 0.08187134502923976 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(10) | 0.05263157894736842 | 0.1032258064516129 | +----------+----------------------+-----------------------+ | eTIV(11) | 0.029239766081871343 | 0.025806451612903226 | +----------+----------------------+-----------------------+ | eTIV(12) | 0.07017543859649122 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(13) | 0.011695906432748537 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(14) | 0.005847953216374269 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(15) | 0.011695906432748537 | 0.0064516129032258064 | +----------+----------------------+-----------------------+ [bnlearn] >CPD of ASF: +---------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+----------+----------+-----+----------+----------+----------+ | ASF(0) | 0.0 | 0.0 | ... | 0.0 | 1.0 | 1.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(1) | 0.0 | 0.0 | ... | 1.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(3) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(9) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(11) | 0.0 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(12) | 0.0 | 0.6 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(13) | 0.5 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(14) | 0.5 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(6) | 0.5 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(9) | 0.5 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | 0.8 | ... | 0.0 | 0.5 | 1.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | 0.0 | ... | 0.5 | 0.5 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(23) | 0.0 | 0.4 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(24) | 1.0 | 0.4 | ... | 0.5 | 0.5 | 1.0 | +----------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+--------------------+-----+----------+---------------------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +----------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +----------+--------------------+-----+----------+---------------------+ | nWBV(0) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(1) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(2) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(3) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(4) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(5) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(6) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(7) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(8) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(9) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(10) | 0.0 | ... | 1.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(11) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(12) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(13) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | ASF | ASF(0) | ASF(0) | ... | ASF(13) | ASF(14) | ASF(14) | +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+----------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+----------------------+ | CDR(0) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(3) | 0.14285714285714285 | ... | 0.9545454545454546 | +---------+---------------------+-----+----------------------+ | CDR(4) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(6) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(7) | 0.14285714285714285 | ... | 0.045454545454545456 | +---------+---------------------+-----+----------------------+ | CDR(11) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(14) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+----------+-----+----------+----------+ | Age | Age(0) | ... | Age(14) | Age(14) | +--------------+----------+-----+----------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------------+----------+-----+----------+----------+ | MR Delay(0) | 0.8 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(1) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(2) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(3) | 0.0 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(4) | 0.2 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(5) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(6) | 0.0 | ... | 1.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(7) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(8) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(9) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(10) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(11) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+----------------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+----------------------+-----+--------------+--------------+ | Visit(0) | 0.9868421052631579 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(3) | 0.013157894736842105 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 1.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(7) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+---------+ | Group(0) | 0.52454 | +----------+---------+ | Group(1) | 0.47546 | +----------+---------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 8 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
8 10 10 0 10 8 4 23 3 8 3 4 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 18 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
18 3 2 0 4 8 5 18 5 8 4 5 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 41 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
41 3 2 1 5 6 8 16 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 52 in fold 1: KeyError - 8
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
52 3 3 0 9 6 9 15 8 6 1 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 56 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
56 10 11 0 11 6 9 21 3 7 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 61 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
61 0 0 0 7 6 7 20 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Fold 2/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------+----------------------+ | eTIV(0) | 0.0125 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(1) | 0.025 | 0.030120481927710843 | +----------+----------+----------------------+ | eTIV(2) | 0.03125 | 0.04216867469879518 | +----------+----------+----------------------+ | eTIV(3) | 0.06875 | 0.0783132530120482 | +----------+----------+----------------------+ | eTIV(4) | 0.18125 | 0.0963855421686747 | +----------+----------+----------------------+ | eTIV(5) | 0.075 | 0.12048192771084337 | +----------+----------+----------------------+ | eTIV(6) | 0.16875 | 0.25903614457831325 | +----------+----------+----------------------+ | eTIV(7) | 0.11875 | 0.08433734939759036 | +----------+----------+----------------------+ | eTIV(8) | 0.0375 | 0.08433734939759036 | +----------+----------+----------------------+ | eTIV(9) | 0.0875 | 0.030120481927710843 | +----------+----------+----------------------+ | eTIV(10) | 0.04375 | 0.09036144578313253 | +----------+----------+----------------------+ | eTIV(11) | 0.0375 | 0.024096385542168676 | +----------+----------+----------------------+ | eTIV(12) | 0.08125 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(13) | 0.01875 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(14) | 0.0 | 0.018072289156626505 | +----------+----------+----------------------+ | eTIV(15) | 0.0125 | 0.006024096385542169 | +----------+----------+----------------------+ [bnlearn] >CPD of ASF: +---------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +---------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +---------+----------+----------+-----+--------------------+----------+ | ASF(0) | 0.0 | 0.0 | ... | 0.6666666666666666 | 1.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(1) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(3) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(9) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(12) | 0.0 | 0.75 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(13) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(14) | 0.5 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +----------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+--------------------+----------+ | EDUC(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(5) | 0.0 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(6) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(9) | 0.5 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(11) | 0.0 | 0.5 | ... | 0.3333333333333333 | 1.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(13) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +----------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+--------------------+----------+ | MMSE(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(13) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(14) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(16) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(17) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(18) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(19) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(20) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(21) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(22) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(23) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(24) | 0.5 | 0.75 | ... | 0.6666666666666666 | 1.0 | +----------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 0.5 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 1.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 1.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.08333333333333333 | ... | 1.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+--------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+--------------------+-----+---------------------+ | CDR(0) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(3) | 0.1111111111111111 | ... | 0.9285714285714286 | +---------+--------------------+-----+---------------------+ | CDR(4) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(5) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(6) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(7) | 0.1111111111111111 | ... | 0.07142857142857142 | +---------+--------------------+-----+---------------------+ | CDR(8) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(11) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(14) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+----------+----------+-----+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | +---------+----------+----------+-----+---------------------+ | nWBV | nWBV(0) | nWBV(1) | ... | nWBV(13) | +---------+----------+----------+-----+---------------------+ | Age(0) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(1) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(2) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(3) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(4) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(5) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(6) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(7) | 0.0 | 0.4 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(8) | 1.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(9) | 0.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(10) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(11) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(12) | 0.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(13) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(14) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+----------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+----------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+----------+----------+ | MR Delay(0) | ... | 0.0 | 0.5 | +--------------+-----+----------+----------+ | MR Delay(1) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(2) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(3) | ... | 0.0 | 0.5 | +--------------+-----+----------+----------+ | MR Delay(4) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(5) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(6) | ... | 1.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(7) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(8) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(9) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(10) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(11) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +-----------+----------------------+-----+--------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+----------------------+-----+--------------------+ | Visit(0) | 0.9848484848484849 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(3) | 0.015151515151515152 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(4) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(6) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(7) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(9) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(10) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(12) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.490798 | +----------+----------+ | Group(1) | 0.509202 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 95 in fold 2: KeyError - 6
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
95 9 5 0 4 10 0 6 6 11 3 2 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
150 0 0 3 5 2 13 20 3 0 7 13 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 3/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.017857142857142856 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(1) | 0.041666666666666664 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(2) | 0.041666666666666664 | 0.05063291139240506 | +----------+----------------------+----------------------+ | eTIV(3) | 0.08333333333333333 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(4) | 0.17857142857142858 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(5) | 0.10119047619047619 | 0.11392405063291139 | +----------+----------------------+----------------------+ | eTIV(6) | 0.125 | 0.27848101265822783 | +----------+----------------------+----------------------+ | eTIV(7) | 0.125 | 0.0949367088607595 | +----------+----------------------+----------------------+ | eTIV(8) | 0.047619047619047616 | 0.0759493670886076 | +----------+----------------------+----------------------+ | eTIV(9) | 0.07142857142857142 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(10) | 0.041666666666666664 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(11) | 0.017857142857142856 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(12) | 0.08333333333333333 | 0.012658227848101266 | +----------+----------------------+----------------------+ | eTIV(13) | 0.011904761904761904 | 0.006329113924050633 | +----------+----------------------+----------------------+ | eTIV(14) | 0.005952380952380952 | 0.0189873417721519 | +----------+----------------------+----------------------+ | eTIV(15) | 0.005952380952380952 | 0.0 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+--------------------+-----+---------------------+ | ASF(0) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(1) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(2) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(3) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(4) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(5) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(6) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(7) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(8) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(9) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(10) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(11) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(12) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(13) | 0.3333333333333333 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(14) | 0.6666666666666666 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+--------------------+-----+---------------------+ | EDUC(0) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(1) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(2) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(4) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(5) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(6) | 0.3333333333333333 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(7) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(8) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(9) | 0.6666666666666666 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(10) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(11) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(12) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(13) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(15) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+--------------------+-----+---------------------+ | MMSE(0) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(2) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(6) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(10) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(11) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(12) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(13) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(14) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(15) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(16) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(17) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(18) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(19) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(20) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(21) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(22) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(23) | 0.3333333333333333 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(24) | 0.6666666666666666 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.5 | 0.5 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 0.5 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | ASF | ASF(0) | ASF(0) | ... | ASF(13) | ASF(14) | ASF(14) | +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+----------+-----+----------+----------+----------+ | MMSE | MMSE(0) | MMSE(2) | ... | MMSE(22) | MMSE(23) | MMSE(24) | +---------+----------+----------+-----+----------+----------+----------+ | CDR(0) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(3) | 0.125 | 0.125 | ... | 0.65 | 0.95 | 0.96 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(5) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(6) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(7) | 0.125 | 0.125 | ... | 0.35 | 0.05 | 0.04 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(8) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(11) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(14) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+---------------------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+---------------------+----------+ | MR Delay(0) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(1) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(2) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(3) | ... | 0.08333333333333333 | 1.0 | +--------------+-----+---------------------+----------+ | MR Delay(4) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(5) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(6) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(7) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(8) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(9) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(10) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(11) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +-----------+----------------------+-----+--------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+----------------------+-----+--------------------+ | Visit(0) | 0.9857142857142858 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(3) | 0.014285714285714285 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(4) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(6) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(7) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(9) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(10) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(12) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.515337 | +----------+----------+ | Group(1) | 0.484663 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 189 in fold 3: KeyError - 4
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
189 3 3 3 7 5 7 17 4 6 6 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.012269938650306749 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(1) | 0.04294478527607362 | 0.018292682926829267 | +----------+----------------------+----------------------+ | eTIV(2) | 0.049079754601226995 | 0.042682926829268296 | +----------+----------------------+----------------------+ | eTIV(3) | 0.08588957055214724 | 0.08536585365853659 | +----------+----------------------+----------------------+ | eTIV(4) | 0.15337423312883436 | 0.10975609756097561 | +----------+----------------------+----------------------+ | eTIV(5) | 0.10429447852760736 | 0.12804878048780488 | +----------+----------------------+----------------------+ | eTIV(6) | 0.147239263803681 | 0.22560975609756098 | +----------+----------------------+----------------------+ | eTIV(7) | 0.09815950920245399 | 0.0975609756097561 | +----------+----------------------+----------------------+ | eTIV(8) | 0.049079754601226995 | 0.08536585365853659 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06748466257668712 | 0.03048780487804878 | +----------+----------------------+----------------------+ | eTIV(10) | 0.04294478527607362 | 0.07317073170731707 | +----------+----------------------+----------------------+ | eTIV(11) | 0.03680981595092025 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(12) | 0.07975460122699386 | 0.018292682926829267 | +----------+----------------------+----------------------+ | eTIV(13) | 0.012269938650306749 | 0.006097560975609756 | +----------+----------------------+----------------------+ | eTIV(14) | 0.006134969325153374 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(15) | 0.012269938650306749 | 0.006097560975609756 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+----------+-----+----------+----------+----------+ | ASF(0) | 0.0 | ... | 0.0 | 0.75 | 1.0 | +---------+----------+-----+----------+----------+----------+ | ASF(1) | 0.0 | ... | 1.0 | 0.25 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(3) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(9) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(14) | 1.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(9) | 1.0 | ... | 1.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | ... | 0.0 | 0.25 | 1.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+-----+----------+----------+----------+ | MMSE(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(23) | 0.5 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(24) | 0.5 | ... | 1.0 | 0.5 | 1.0 | +----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+--------------------+-----+----------+---------------------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +----------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +----------+--------------------+-----+----------+---------------------+ | nWBV(0) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(1) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(2) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(3) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(4) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(5) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(6) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(7) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(8) | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(9) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(10) | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(11) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(12) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(13) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +---------+--------------------+-----+----------+---------------------+ | MMSE | MMSE(0) | ... | MMSE(23) | MMSE(24) | +---------+--------------------+-----+----------+---------------------+ | CDR(0) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(3) | 0.1111111111111111 | ... | 0.95 | 0.9130434782608695 | +---------+--------------------+-----+----------+---------------------+ | CDR(4) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(5) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(6) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(7) | 0.1111111111111111 | ... | 0.05 | 0.08695652173913043 | +---------+--------------------+-----+----------+---------------------+ | CDR(8) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(11) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(14) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+----------+-----+----------+----------+ | Age | Age(0) | ... | Age(14) | Age(14) | +--------------+----------+-----+----------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------------+----------+-----+----------+----------+ | MR Delay(0) | 0.8 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(1) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(2) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(3) | 0.2 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(4) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(5) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(6) | 0.0 | ... | 1.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(7) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(8) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(9) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(10) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(11) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+----------------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+----------------------+-----+--------------+--------------+ | Visit(0) | 0.9850746268656716 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(3) | 0.014925373134328358 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 0.5 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(10) | 0.0 | ... | 0.5 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.498471 | +----------+----------+ | Group(1) | 0.501529 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 266 in fold 4: KeyError - 7
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
266 7 9 1 11 6 7 21 3 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.01948051948051948 | 0.017341040462427744 | +----------+----------------------+----------------------+ | eTIV(1) | 0.032467532467532464 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(2) | 0.03896103896103896 | 0.04046242774566474 | +----------+----------------------+----------------------+ | eTIV(3) | 0.07792207792207792 | 0.09248554913294797 | +----------+----------------------+----------------------+ | eTIV(4) | 0.16883116883116883 | 0.09826589595375723 | +----------+----------------------+----------------------+ | eTIV(5) | 0.1038961038961039 | 0.12138728323699421 | +----------+----------------------+----------------------+ | eTIV(6) | 0.12987012987012986 | 0.26011560693641617 | +----------+----------------------+----------------------+ | eTIV(7) | 0.14285714285714285 | 0.08670520231213873 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05194805194805195 | 0.08670520231213873 | +----------+----------------------+----------------------+ | eTIV(9) | 0.05844155844155844 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(10) | 0.06493506493506493 | 0.06936416184971098 | +----------+----------------------+----------------------+ | eTIV(11) | 0.025974025974025976 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(12) | 0.05194805194805195 | 0.017341040462427744 | +----------+----------------------+----------------------+ | eTIV(13) | 0.01948051948051948 | 0.011560693641618497 | +----------+----------------------+----------------------+ | eTIV(14) | 0.006493506493506494 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(15) | 0.006493506493506494 | 0.005780346820809248 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+--------------------+-----+----------+----------+----------+ | ASF(0) | 0.0 | ... | 0.0 | 0.75 | 1.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(1) | 0.0 | ... | 1.0 | 0.25 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(3) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(9) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(13) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(14) | 0.6666666666666666 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+--------------------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(6) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(9) | 0.6666666666666666 | ... | 0.5 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | ... | 0.0 | 0.25 | 1.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+--------------------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | ... | 0.5 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(23) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(24) | 0.6666666666666666 | ... | 0.5 | 0.5 | 1.0 | +----------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 0.5 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.5 | 0.25 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 0.75 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +---------+----------+----------+-----+----------+---------------------+ | MMSE | MMSE(6) | MMSE(10) | ... | MMSE(23) | MMSE(24) | +---------+----------+----------+-----+----------+---------------------+ | CDR(0) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(3) | 0.125 | 0.125 | ... | 1.0 | 0.9230769230769231 | +---------+----------+----------+-----+----------+---------------------+ | CDR(4) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(5) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(6) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(7) | 0.125 | 0.125 | ... | 0.0 | 0.07692307692307693 | +---------+----------+----------+-----+----------+---------------------+ | CDR(8) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(14) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+----------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+----------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+----------+----------+ | MR Delay(0) | ... | 0.0 | 1.0 | +--------------+-----+----------+----------+ | MR Delay(1) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(2) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(3) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(4) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(5) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(6) | ... | 1.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(7) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(8) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(9) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(10) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(11) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+-------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+-------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+-------------+-----+--------------+--------------+ | Visit(0) | 1.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(3) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 0.5 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(7) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.5 | +-----------+-------------+-----+--------------+--------------+ | Visit(10) | 0.0 | ... | 0.5 | 0.5 | +-----------+-------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.470948 | +----------+----------+ | Group(1) | 0.529052 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 331 in fold 5: KeyError - 0
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
331 12 5 0 3 9 0 0 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
379 9 4 0 3 9 0 2 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
390 3 2 0 7 12 0 21 11 10 7 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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evaluation['BDeu Hill Climbing (Maximum Likelihood)'] = evaluation_hc_ml
PC Algorithm¶
structure_kwargs_pc = {'methodtype': 'pc'}
Bayes¶
evaluation_pc_bayes = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})
Fold 1/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+---------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+---------------------+----------------------+ | eTIV(0) | 0.04955290611028316 | 0.052290076335877865 | +----------+---------------------+----------------------+ | eTIV(1) | 0.05402384500745157 | 0.05381679389312977 | +----------+---------------------+----------------------+ | eTIV(2) | 0.05551415797317437 | 0.0583969465648855 | +----------+---------------------+----------------------+ | eTIV(3) | 0.06594634873323398 | 0.07213740458015268 | +----------+---------------------+----------------------+ | eTIV(4) | 0.0912816691505216 | 0.06603053435114503 | +----------+---------------------+----------------------+ | eTIV(5) | 0.073397913561848 | 0.07824427480916031 | +----------+---------------------+----------------------+ | eTIV(6) | 0.0823397913561848 | 0.1133587786259542 | +----------+---------------------+----------------------+ | eTIV(7) | 0.0793591654247392 | 0.06603053435114503 | +----------+---------------------+----------------------+ | eTIV(8) | 0.05551415797317437 | 0.061450381679389314 | +----------+---------------------+----------------------+ | eTIV(9) | 0.06743666169895678 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(10) | 0.05998509687034277 | 0.07213740458015268 | +----------+---------------------+----------------------+ | eTIV(11) | 0.05402384500745157 | 0.05381679389312977 | +----------+---------------------+----------------------+ | eTIV(12) | 0.06445603576751117 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(13) | 0.04955290611028316 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(14) | 0.04806259314456036 | 0.05076335877862596 | +----------+---------------------+----------------------+ | eTIV(15) | 0.04955290611028316 | 0.04923664122137405 | +----------+---------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09720730397422127 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.09720730397422127 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.11236424394319132 | ... | 0.08484065460809646 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of M/F: +--------+---------------------+-----+---------------------+----------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +--------+---------------------+-----+---------------------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------+---------------------+-----+---------------------+----------+ | M/F(0) | 0.3119266055045872 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(1) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(2) | 0.22935779816513763 | ... | 0.24271844660194175 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(3) | 0.22935779816513763 | ... | 0.27184466019417475 | 0.25 | +--------+---------------------+-----+---------------------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.14285714285714285 | ... | 0.501594387755102 | +---------+---------------------+-----+---------------------+ | CDR(4) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.14285714285714285 | ... | 0.09980867346938775 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.14285714285714285 | ... | 0.07971938775510204 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6879805746661272 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05908539053014975 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.05058680696074465 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.05058680696074465 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.05058680696074465 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.506033 | +----------+----------+ | Group(1) | 0.493967 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 8 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
8 10 10 0 10 8 4 23 3 8 3 4 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 18 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
18 3 2 0 4 8 5 18 5 8 4 5 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 41 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
41 3 2 1 5 6 8 16 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Error for row 52 in fold 1: KeyError - 8
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
52 3 3 0 9 6 9 15 8 6 1 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 56 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
56 10 11 0 11 6 9 21 3 7 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 61 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
61 0 0 0 7 6 7 20 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 2/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05037878787878788 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(1) | 0.053409090909090906 | 0.05442942942942943 | +----------+----------------------+----------------------+ | eTIV(2) | 0.054924242424242424 | 0.057432432432432436 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06401515151515151 | 0.06644144144144144 | +----------+----------------------+----------------------+ | eTIV(4) | 0.09128787878787879 | 0.07094594594594594 | +----------+----------------------+----------------------+ | eTIV(5) | 0.06553030303030304 | 0.07695195195195195 | +----------+----------------------+----------------------+ | eTIV(6) | 0.08825757575757576 | 0.11148648648648649 | +----------+----------------------+----------------------+ | eTIV(7) | 0.07613636363636364 | 0.06794294294294294 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05643939393939394 | 0.06794294294294294 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06856060606060606 | 0.05442942942942943 | +----------+----------------------+----------------------+ | eTIV(10) | 0.05795454545454545 | 0.06944444444444445 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05643939393939394 | 0.05292792792792793 | +----------+----------------------+----------------------+ | eTIV(12) | 0.06704545454545455 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(13) | 0.051893939393939395 | 0.049924924924924924 | +----------+----------------------+----------------------+ | eTIV(14) | 0.04734848484848485 | 0.051426426426426426 | +----------+----------------------+----------------------+ | eTIV(15) | 0.05037878787878788 | 0.04842342342342342 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.09273182957393486 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.10237131289762869 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.10237131289762869 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.07229612492770388 | ... | 0.10554561717352415 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.07229612492770388 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05528527200353824 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.08536045997346305 | ... | 0.056999544003647956 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.08536045997346305 | ... | 0.08800729594163244 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.08333333333333334 | ... | 0.08333333333333334 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+----------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+----------------------+ | CDR(0) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(3) | 0.11111111111111113 | ... | 0.5097905282331511 | +---------+---------------------+-----+----------------------+ | CDR(4) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(5) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(6) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(7) | 0.11111111111111113 | ... | 0.09175774134790525 | +---------+---------------------+-----+----------------------+ | CDR(8) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(11) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ | CDR(14) | 0.11111111111111113 | ... | 0.056921675774134775 | +---------+---------------------+-----+----------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.652089783281734 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05766253869969042 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04837461300309599 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04837461300309599 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.497738 | +----------+----------+ | Group(1) | 0.502262 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 11
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Error for row 95 in fold 2: KeyError - 6
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
95 9 5 0 4 10 0 6 6 11 3 2 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
150 0 0 3 5 2 13 20 3 0 7 13 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 3/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05127245508982036 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(1) | 0.05726047904191617 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(2) | 0.05726047904191617 | 0.05965045592705167 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06773952095808383 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(4) | 0.09169161676646706 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07223053892215568 | 0.07484802431610943 | +----------+----------------------+----------------------+ | eTIV(6) | 0.0782185628742515 | 0.11436170212765957 | +----------+----------------------+----------------------+ | eTIV(7) | 0.0782185628742515 | 0.0702887537993921 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05875748502994012 | 0.06572948328267478 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06474550898203593 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(10) | 0.05726047904191617 | 0.06724924012158055 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05127245508982036 | 0.05357142857142857 | +----------+----------------------+----------------------+ | eTIV(12) | 0.06773952095808383 | 0.05053191489361702 | +----------+----------------------+----------------------+ | eTIV(13) | 0.049775449101796404 | 0.04901215805471125 | +----------+----------------------+----------------------+ | eTIV(14) | 0.048278443113772454 | 0.05205167173252279 | +----------+----------------------+----------------------+ | eTIV(15) | 0.048278443113772454 | 0.047492401215805474 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+--------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+--------------------+ | ASF(0) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(1) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(2) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(3) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(4) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(5) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(6) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(7) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(8) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(9) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(10) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(11) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(12) | 0.06082725060827252 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(13) | 0.09002433090024334 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ | ASF(14) | 0.11922141119221416 | ... | 0.0666666666666667 | +---------+---------------------+-----+--------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09436913451511991 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.12356621480709074 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06517205422314912 | ... | 0.07142857142857142 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05068937550689376 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.07988645579886455 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.10908353609083536 | ... | 0.055555555555555566 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of M/F: +--------+---------------------+-----+---------------------+----------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +--------+---------------------+-----+---------------------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------+---------------------+-----+---------------------+----------+ | M/F(0) | 0.29245283018867924 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(1) | 0.2358490566037736 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(2) | 0.2358490566037736 | ... | 0.2358490566037736 | 0.25 | +--------+---------------------+-----+---------------------+----------+ | M/F(3) | 0.2358490566037736 | ... | 0.29245283018867924 | 0.25 | +--------+---------------------+-----+---------------------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.12500000000000003 | ... | 0.5205263157894737 | +---------+---------------------+-----+---------------------+ | CDR(5) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.12500000000000003 | ... | 0.08473684210526317 | +---------+---------------------+-----+---------------------+ | CDR(8) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.12500000000000003 | ... | 0.06578947368421054 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.06666666666666668 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.11003236245954691 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6645522388059704 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.05559701492537315 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04664179104477613 | ... | 0.11660447761194027 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04664179104477613 | ... | 0.1389925373134328 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.503771 | +----------+----------+ | Group(1) | 0.496229 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 189 in fold 3: KeyError - 4
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
189 3 3 3 7 5 7 17 4 6 6 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.05015082956259427 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(1) | 0.057692307692307696 | 0.05158132530120482 | +----------+----------------------+----------------------+ | eTIV(2) | 0.059200603318250375 | 0.05760542168674699 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06825037707390648 | 0.06814759036144578 | +----------+----------------------+----------------------+ | eTIV(4) | 0.08484162895927602 | 0.07417168674698796 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07277526395173455 | 0.07868975903614457 | +----------+----------------------+----------------------+ | eTIV(6) | 0.08333333333333333 | 0.10278614457831325 | +----------+----------------------+----------------------+ | eTIV(7) | 0.07126696832579185 | 0.07115963855421686 | +----------+----------------------+----------------------+ | eTIV(8) | 0.059200603318250375 | 0.06814759036144578 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06372549019607843 | 0.0545933734939759 | +----------+----------------------+----------------------+ | eTIV(10) | 0.057692307692307696 | 0.0651355421686747 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05618401206636501 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(12) | 0.0667420814479638 | 0.05158132530120482 | +----------+----------------------+----------------------+ | eTIV(13) | 0.05015082956259427 | 0.048569277108433735 | +----------+----------------------+----------------------+ | eTIV(14) | 0.048642533936651584 | 0.05308734939759036 | +----------+----------------------+----------------------+ | eTIV(15) | 0.05015082956259427 | 0.048569277108433735 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06265664160401005 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.06265664160401005 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.1228070175438597 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.1272824919441461 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.06713211600429646 | ... | 0.10022148394241417 | +----------+---------------------+-----+---------------------+ | EDUC(12) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.06713211600429646 | ... | 0.06921373200442968 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+----------------------+ | MMSE(0) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(2) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(6) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(10) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(11) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(12) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(13) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(14) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(15) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(16) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(17) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(18) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(19) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(20) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(21) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(22) | 0.05221386800334169 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(23) | 0.0822890559732665 | ... | 0.053832902670111975 | +----------+---------------------+-----+----------------------+ | MMSE(24) | 0.0822890559732665 | ... | 0.08484065460809646 | +----------+---------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2349624060150376 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2349624060150376 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.2951127819548872 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09305373525557015 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06553079947575363 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.07692307692307693 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+---------------------+ | CDR(0) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(3) | 0.11111111111111109 | ... | 0.4743496231461221 | +---------+---------------------+-----+---------------------+ | CDR(4) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(5) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(6) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(7) | 0.11111111111111109 | ... | 0.10017019207391199 | +---------+---------------------+-----+---------------------+ | CDR(8) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(11) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ | CDR(14) | 0.11111111111111109 | ... | 0.06078288353999514 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.10691823899371068 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.07861635220125786 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6621384750219107 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.06397896581945663 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.05477651183172657 | ... | 0.13631406761177753 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.05477651183172657 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.05477651183172657 | ... | 0.15921483097055614 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.499623 | +----------+----------+ | Group(1) | 0.500377 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 266 in fold 4: KeyError - 7
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
266 7 9 1 11 6 7 21 3 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.052370030581039756 | 0.05089153046062407 | +----------+----------------------+----------------------+ | eTIV(1) | 0.05542813455657492 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(2) | 0.05695718654434251 | 0.056835066864784546 | +----------+----------------------+----------------------+ | eTIV(3) | 0.06613149847094801 | 0.07020802377414562 | +----------+----------------------+----------------------+ | eTIV(4) | 0.08753822629969418 | 0.07169390787518573 | +----------+----------------------+----------------------+ | eTIV(5) | 0.07224770642201835 | 0.07763744427934621 | +----------+----------------------+----------------------+ | eTIV(6) | 0.07836391437308869 | 0.11329866270430906 | +----------+----------------------+----------------------+ | eTIV(7) | 0.08142201834862385 | 0.0687221396731055 | +----------+----------------------+----------------------+ | eTIV(8) | 0.060015290519877675 | 0.0687221396731055 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06154434250764526 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(10) | 0.06307339449541284 | 0.06426448736998513 | +----------+----------------------+----------------------+ | eTIV(11) | 0.05389908256880734 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(12) | 0.060015290519877675 | 0.05089153046062407 | +----------+----------------------+----------------------+ | eTIV(13) | 0.052370030581039756 | 0.04940564635958395 | +----------+----------------------+----------------------+ | eTIV(14) | 0.04931192660550459 | 0.05237741456166419 | +----------+----------------------+----------------------+ | eTIV(15) | 0.04931192660550459 | 0.04791976225854384 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+---------------------+-----+---------------------+ | ASF(0) | 0.06082725060827252 | ... | 0.09560723514211888 | +---------+---------------------+-----+---------------------+ | ASF(1) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(2) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(3) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(4) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(5) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(6) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(7) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(8) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(9) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(10) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(11) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(12) | 0.06082725060827252 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(13) | 0.09002433090024334 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ | ASF(14) | 0.11922141119221416 | ... | 0.06459948320413439 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+---------------------+-----+---------------------+ | EDUC(0) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(1) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(2) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(4) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(5) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(6) | 0.09938236945536215 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(7) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(8) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(9) | 0.12857944974733293 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(10) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(11) | 0.07018528916339135 | ... | 0.10554561717352415 | +----------+---------------------+-----+---------------------+ | EDUC(13) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ | EDUC(15) | 0.07018528916339135 | ... | 0.07453786523553965 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+----------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +----------+----------------------+-----+----------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+----------------------+-----+----------------------+ | MMSE(6) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(10) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(11) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(12) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(13) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(14) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(15) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(16) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(17) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(18) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(19) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(20) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(21) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(22) | 0.057025547445255474 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(23) | 0.08622262773722628 | ... | 0.060562015503875966 | +----------+----------------------+-----+----------------------+ | MMSE(24) | 0.11541970802919709 | ... | 0.09156976744186046 | +----------+----------------------+-----+----------------------+ [bnlearn] >CPD of M/F: +--------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +--------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +--------+--------------------+-----+---------------------+ | M/F(0) | 0.2281021897810219 | ... | 0.27325581395348836 | +--------+--------------------+-----+---------------------+ | M/F(1) | 0.2281021897810219 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(2) | 0.2281021897810219 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ | M/F(3) | 0.3156934306569343 | ... | 0.24224806201550386 | +--------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+---------------------+-----+---------------------+ | ASF | ASF(0) | ... | ASF(14) | +----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+---------------------+-----+---------------------+ | nWBV(0) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(1) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(2) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(3) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(4) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(5) | 0.09568733153638817 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(6) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(7) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(8) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(9) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(10) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(11) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(12) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ | nWBV(13) | 0.06738544474393533 | ... | 0.07142857142857144 | +----------+---------------------+-----+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | SES(0) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(1) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(2) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(3) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(4) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(5) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(6) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(7) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(8) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(9) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(11) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(13) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ | SES(14) | 0.07692307692307694 | ... | 0.07692307692307694 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | +---------+----------+----------+-----+---------------------+ | MMSE | MMSE(6) | MMSE(10) | ... | MMSE(24) | +---------+----------+----------+-----+---------------------+ | CDR(0) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(3) | 0.125 | 0.125 | ... | 0.4874454148471616 | +---------+----------+----------+-----+---------------------+ | CDR(4) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(5) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(6) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(7) | 0.125 | 0.125 | ... | 0.10316593886462883 | +---------+----------+----------+-----+---------------------+ | CDR(8) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ | CDR(14) | 0.125 | 0.125 | ... | 0.06823144104803494 | +---------+----------+----------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.09208819714656293 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.0648508430609598 | ... | 0.06666666666666668 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+ | Age | ... | Age(14) | +--------------+-----+---------------------+ | Group | ... | Group(1) | +--------------+-----+---------------------+ | MR Delay(0) | ... | 0.11003236245954691 | +--------------+-----+---------------------+ | MR Delay(1) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(2) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(3) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(4) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(5) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(6) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(7) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(8) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(9) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(10) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ | MR Delay(11) | ... | 0.08090614886731391 | +--------------+-----+---------------------+ [bnlearn] >CPD of Visit: +-----------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +-----------+---------------------+-----+---------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+---------------------+-----+---------------------+ | Visit(0) | 0.6705572289156628 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(3) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(4) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(6) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(7) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ | Visit(9) | 0.04706325301204821 | ... | 0.14217557251908394 | +-----------+---------------------+-----+---------------------+ | Visit(10) | 0.04706325301204821 | ... | 0.14217557251908394 | +-----------+---------------------+-----+---------------------+ | Visit(12) | 0.04706325301204821 | ... | 0.11927480916030532 | +-----------+---------------------+-----+---------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.492841 | +----------+----------+ | Group(1) | 0.507159 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 331 in fold 5: KeyError - 0
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
331 12 5 0 3 9 0 0 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
379 9 4 0 3 9 0 2 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
390 3 2 0 7 12 0 21 11 10 7 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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evaluation['PC Algorithm (Bayes)'] = evaluation_pc_bayes
Maximum Likelihood¶
evaluation_pc_ml = discrete_cross_validation(dementia_df, 'Group', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})
Fold 1/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+-----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+-----------------------+ | eTIV(0) | 0.011695906432748537 | 0.01935483870967742 | +----------+----------------------+-----------------------+ | eTIV(1) | 0.029239766081871343 | 0.025806451612903226 | +----------+----------------------+-----------------------+ | eTIV(2) | 0.03508771929824561 | 0.04516129032258064 | +----------+----------------------+-----------------------+ | eTIV(3) | 0.07602339181286549 | 0.1032258064516129 | +----------+----------------------+-----------------------+ | eTIV(4) | 0.17543859649122806 | 0.07741935483870968 | +----------+----------------------+-----------------------+ | eTIV(5) | 0.10526315789473684 | 0.12903225806451613 | +----------+----------------------+-----------------------+ | eTIV(6) | 0.14035087719298245 | 0.27741935483870966 | +----------+----------------------+-----------------------+ | eTIV(7) | 0.1286549707602339 | 0.07741935483870968 | +----------+----------------------+-----------------------+ | eTIV(8) | 0.03508771929824561 | 0.05806451612903226 | +----------+----------------------+-----------------------+ | eTIV(9) | 0.08187134502923976 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(10) | 0.05263157894736842 | 0.1032258064516129 | +----------+----------------------+-----------------------+ | eTIV(11) | 0.029239766081871343 | 0.025806451612903226 | +----------+----------------------+-----------------------+ | eTIV(12) | 0.07017543859649122 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(13) | 0.011695906432748537 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(14) | 0.005847953216374269 | 0.012903225806451613 | +----------+----------------------+-----------------------+ | eTIV(15) | 0.011695906432748537 | 0.0064516129032258064 | +----------+----------------------+-----------------------+ [bnlearn] >CPD of ASF: +---------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+----------+----------+-----+----------+----------+----------+ | ASF(0) | 0.0 | 0.0 | ... | 0.0 | 1.0 | 1.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(1) | 0.0 | 0.0 | ... | 1.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(3) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(9) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(11) | 0.0 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(12) | 0.0 | 0.6 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(13) | 0.5 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | ASF(14) | 0.5 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(6) | 0.5 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(9) | 0.5 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | 0.8 | ... | 0.0 | 0.5 | 1.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | 0.0 | ... | 0.5 | 0.5 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | 0.2 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(23) | 0.0 | 0.4 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+----------+-----+----------+----------+----------+ | MMSE(24) | 1.0 | 0.4 | ... | 0.5 | 0.5 | 1.0 | +----------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+--------------------+-----+----------+---------------------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +----------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +----------+--------------------+-----+----------+---------------------+ | nWBV(0) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(1) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(2) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(3) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(4) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(5) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(6) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(7) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(8) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(9) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(10) | 0.0 | ... | 1.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(11) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(12) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(13) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | ASF | ASF(0) | ASF(0) | ... | ASF(13) | ASF(14) | ASF(14) | +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+---------------------+-----+----------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+----------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+---------------------+-----+----------------------+ | CDR(0) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(3) | 0.14285714285714285 | ... | 0.9545454545454546 | +---------+---------------------+-----+----------------------+ | CDR(4) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(6) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(7) | 0.14285714285714285 | ... | 0.045454545454545456 | +---------+---------------------+-----+----------------------+ | CDR(11) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ | CDR(14) | 0.14285714285714285 | ... | 0.0 | +---------+---------------------+-----+----------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+----------+-----+----------+----------+ | Age | Age(0) | ... | Age(14) | Age(14) | +--------------+----------+-----+----------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------------+----------+-----+----------+----------+ | MR Delay(0) | 0.8 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(1) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(2) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(3) | 0.0 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(4) | 0.2 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(5) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(6) | 0.0 | ... | 1.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(7) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(8) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(9) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(10) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(11) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+----------------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+----------------------+-----+--------------+--------------+ | Visit(0) | 0.9868421052631579 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(3) | 0.013157894736842105 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 1.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(7) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+---------+ | Group(0) | 0.52454 | +----------+---------+ | Group(1) | 0.47546 | +----------+---------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 8 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
8 10 10 0 10 8 4 23 3 8 3 4 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 18 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
18 3 2 0 4 8 5 18 5 8 4 5 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 41 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
41 3 2 1 5 6 8 16 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 52 in fold 1: KeyError - 8
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
52 3 3 0 9 6 9 15 8 6 1 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 56 in fold 1: KeyError - 10
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
56 10 11 0 11 6 9 21 3 7 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 61 in fold 1: KeyError - 5
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
61 0 0 0 7 6 7 20 5 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
[bnlearn]> Remaining columns for inference: 11
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Fold 2/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------+----------------------+ | eTIV(0) | 0.0125 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(1) | 0.025 | 0.030120481927710843 | +----------+----------+----------------------+ | eTIV(2) | 0.03125 | 0.04216867469879518 | +----------+----------+----------------------+ | eTIV(3) | 0.06875 | 0.0783132530120482 | +----------+----------+----------------------+ | eTIV(4) | 0.18125 | 0.0963855421686747 | +----------+----------+----------------------+ | eTIV(5) | 0.075 | 0.12048192771084337 | +----------+----------+----------------------+ | eTIV(6) | 0.16875 | 0.25903614457831325 | +----------+----------+----------------------+ | eTIV(7) | 0.11875 | 0.08433734939759036 | +----------+----------+----------------------+ | eTIV(8) | 0.0375 | 0.08433734939759036 | +----------+----------+----------------------+ | eTIV(9) | 0.0875 | 0.030120481927710843 | +----------+----------+----------------------+ | eTIV(10) | 0.04375 | 0.09036144578313253 | +----------+----------+----------------------+ | eTIV(11) | 0.0375 | 0.024096385542168676 | +----------+----------+----------------------+ | eTIV(12) | 0.08125 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(13) | 0.01875 | 0.012048192771084338 | +----------+----------+----------------------+ | eTIV(14) | 0.0 | 0.018072289156626505 | +----------+----------+----------------------+ | eTIV(15) | 0.0125 | 0.006024096385542169 | +----------+----------+----------------------+ [bnlearn] >CPD of ASF: +---------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +---------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +---------+----------+----------+-----+--------------------+----------+ | ASF(0) | 0.0 | 0.0 | ... | 0.6666666666666666 | 1.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(1) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(3) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(5) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(6) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(9) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(12) | 0.0 | 0.75 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(13) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ | ASF(14) | 0.5 | 0.0 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +----------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+--------------------+----------+ | EDUC(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(4) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(5) | 0.0 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(6) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(7) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(8) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(9) | 0.5 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(11) | 0.0 | 0.5 | ... | 0.3333333333333333 | 1.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(13) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | EDUC(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+----------+-----+--------------------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +----------+----------+----------+-----+--------------------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(14) | eTIV(15) | +----------+----------+----------+-----+--------------------+----------+ | MMSE(0) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(10) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(11) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(12) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(13) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(14) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(15) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(16) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(17) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(18) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(19) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(20) | 0.0 | 0.0 | ... | 0.3333333333333333 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(21) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(22) | 0.0 | 0.0 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(23) | 0.5 | 0.25 | ... | 0.0 | 0.0 | +----------+----------+----------+-----+--------------------+----------+ | MMSE(24) | 0.5 | 0.75 | ... | 0.6666666666666666 | 1.0 | +----------+----------+----------+-----+--------------------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 0.5 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 1.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 1.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.08333333333333333 | ... | 1.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.08333333333333333 | ... | 0.0 | 0.08333333333333333 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+--------------------+-----+---------------------+ | MMSE | MMSE(0) | ... | MMSE(24) | +---------+--------------------+-----+---------------------+ | CDR(0) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(3) | 0.1111111111111111 | ... | 0.9285714285714286 | +---------+--------------------+-----+---------------------+ | CDR(4) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(5) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(6) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(7) | 0.1111111111111111 | ... | 0.07142857142857142 | +---------+--------------------+-----+---------------------+ | CDR(8) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(11) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ | CDR(14) | 0.1111111111111111 | ... | 0.0 | +---------+--------------------+-----+---------------------+ [bnlearn] >CPD of Age: +---------+----------+----------+-----+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | +---------+----------+----------+-----+---------------------+ | nWBV | nWBV(0) | nWBV(1) | ... | nWBV(13) | +---------+----------+----------+-----+---------------------+ | Age(0) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(1) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(2) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(3) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(4) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(5) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(6) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(7) | 0.0 | 0.4 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(8) | 1.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(9) | 0.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(10) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(11) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(12) | 0.0 | 0.2 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(13) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ | Age(14) | 0.0 | 0.0 | ... | 0.06666666666666667 | +---------+----------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+----------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+----------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+----------+----------+ | MR Delay(0) | ... | 0.0 | 0.5 | +--------------+-----+----------+----------+ | MR Delay(1) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(2) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(3) | ... | 0.0 | 0.5 | +--------------+-----+----------+----------+ | MR Delay(4) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(5) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(6) | ... | 1.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(7) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(8) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(9) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(10) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(11) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +-----------+----------------------+-----+--------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+----------------------+-----+--------------------+ | Visit(0) | 0.9848484848484849 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(3) | 0.015151515151515152 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(4) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(6) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(7) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(9) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(10) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(12) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.490798 | +----------+----------+ | Group(1) | 0.509202 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 95 in fold 2: KeyError - 6
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
95 9 5 0 4 10 0 6 6 11 3 2 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 150 in fold 2: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
150 0 0 3 5 2 13 20 3 0 7 13 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 3/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.017857142857142856 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(1) | 0.041666666666666664 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(2) | 0.041666666666666664 | 0.05063291139240506 | +----------+----------------------+----------------------+ | eTIV(3) | 0.08333333333333333 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(4) | 0.17857142857142858 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(5) | 0.10119047619047619 | 0.11392405063291139 | +----------+----------------------+----------------------+ | eTIV(6) | 0.125 | 0.27848101265822783 | +----------+----------------------+----------------------+ | eTIV(7) | 0.125 | 0.0949367088607595 | +----------+----------------------+----------------------+ | eTIV(8) | 0.047619047619047616 | 0.0759493670886076 | +----------+----------------------+----------------------+ | eTIV(9) | 0.07142857142857142 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(10) | 0.041666666666666664 | 0.08227848101265822 | +----------+----------------------+----------------------+ | eTIV(11) | 0.017857142857142856 | 0.02531645569620253 | +----------+----------------------+----------------------+ | eTIV(12) | 0.08333333333333333 | 0.012658227848101266 | +----------+----------------------+----------------------+ | eTIV(13) | 0.011904761904761904 | 0.006329113924050633 | +----------+----------------------+----------------------+ | eTIV(14) | 0.005952380952380952 | 0.0189873417721519 | +----------+----------------------+----------------------+ | eTIV(15) | 0.005952380952380952 | 0.0 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +---------+--------------------+-----+---------------------+ | ASF(0) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(1) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(2) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(3) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(4) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(5) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(6) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(7) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(8) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(9) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(10) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(11) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(12) | 0.0 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(13) | 0.3333333333333333 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ | ASF(14) | 0.6666666666666666 | ... | 0.06666666666666667 | +---------+--------------------+-----+---------------------+ [bnlearn] >CPD of EDUC: +----------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+--------------------+-----+---------------------+ | EDUC(0) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(1) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(2) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(4) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(5) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(6) | 0.3333333333333333 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(7) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(8) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(9) | 0.6666666666666666 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(10) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(11) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(12) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(13) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ | EDUC(15) | 0.0 | ... | 0.07142857142857142 | +----------+--------------------+-----+---------------------+ [bnlearn] >CPD of MMSE: +----------+--------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +----------+--------------------+-----+---------------------+ | eTIV | eTIV(0) | ... | eTIV(15) | +----------+--------------------+-----+---------------------+ | MMSE(0) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(2) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(6) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(10) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(11) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(12) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(13) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(14) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(15) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(16) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(17) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(18) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(19) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(20) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(21) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(22) | 0.0 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(23) | 0.3333333333333333 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ | MMSE(24) | 0.6666666666666666 | ... | 0.05555555555555555 | +----------+--------------------+-----+---------------------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.5 | 0.5 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 0.5 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | ASF | ASF(0) | ASF(0) | ... | ASF(13) | ASF(14) | ASF(14) | +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(1) | ... | Group(1) | Group(0) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 0.25 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+----------+-----+----------+----------+----------+ | MMSE | MMSE(0) | MMSE(2) | ... | MMSE(22) | MMSE(23) | MMSE(24) | +---------+----------+----------+-----+----------+----------+----------+ | CDR(0) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(3) | 0.125 | 0.125 | ... | 0.65 | 0.95 | 0.96 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(5) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(6) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(7) | 0.125 | 0.125 | ... | 0.35 | 0.05 | 0.04 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(8) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(11) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ | CDR(14) | 0.125 | 0.125 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of Age: +---------+---------------------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+---------------------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+---------------------+-----+---------------------+ | Age(0) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(1) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(2) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(3) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(4) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(5) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(6) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(7) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(8) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(9) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(10) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(11) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(12) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(13) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ | Age(14) | 0.06666666666666667 | ... | 0.06666666666666667 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+---------------------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+---------------------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+---------------------+----------+ | MR Delay(0) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(1) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(2) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(3) | ... | 0.08333333333333333 | 1.0 | +--------------+-----+---------------------+----------+ | MR Delay(4) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(5) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(6) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(7) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(8) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(9) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(10) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ | MR Delay(11) | ... | 0.08333333333333333 | 0.0 | +--------------+-----+---------------------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------------+ | Group | Group(0) | ... | Group(1) | +-----------+----------------------+-----+--------------------+ | MR Delay | MR Delay(0) | ... | MR Delay(11) | +-----------+----------------------+-----+--------------------+ | Visit(0) | 0.9857142857142858 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(3) | 0.014285714285714285 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(4) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(6) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(7) | 0.0 | ... | 0.0 | +-----------+----------------------+-----+--------------------+ | Visit(9) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(10) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ | Visit(12) | 0.0 | ... | 0.3333333333333333 | +-----------+----------------------+-----+--------------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.515337 | +----------+----------+ | Group(1) | 0.484663 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 189 in fold 3: KeyError - 4
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
189 3 3 3 7 5 7 17 4 6 6 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'nWBV', 'M/F', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 4/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.012269938650306749 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(1) | 0.04294478527607362 | 0.018292682926829267 | +----------+----------------------+----------------------+ | eTIV(2) | 0.049079754601226995 | 0.042682926829268296 | +----------+----------------------+----------------------+ | eTIV(3) | 0.08588957055214724 | 0.08536585365853659 | +----------+----------------------+----------------------+ | eTIV(4) | 0.15337423312883436 | 0.10975609756097561 | +----------+----------------------+----------------------+ | eTIV(5) | 0.10429447852760736 | 0.12804878048780488 | +----------+----------------------+----------------------+ | eTIV(6) | 0.147239263803681 | 0.22560975609756098 | +----------+----------------------+----------------------+ | eTIV(7) | 0.09815950920245399 | 0.0975609756097561 | +----------+----------------------+----------------------+ | eTIV(8) | 0.049079754601226995 | 0.08536585365853659 | +----------+----------------------+----------------------+ | eTIV(9) | 0.06748466257668712 | 0.03048780487804878 | +----------+----------------------+----------------------+ | eTIV(10) | 0.04294478527607362 | 0.07317073170731707 | +----------+----------------------+----------------------+ | eTIV(11) | 0.03680981595092025 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(12) | 0.07975460122699386 | 0.018292682926829267 | +----------+----------------------+----------------------+ | eTIV(13) | 0.012269938650306749 | 0.006097560975609756 | +----------+----------------------+----------------------+ | eTIV(14) | 0.006134969325153374 | 0.024390243902439025 | +----------+----------------------+----------------------+ | eTIV(15) | 0.012269938650306749 | 0.006097560975609756 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+----------+-----+----------+----------+----------+ | ASF(0) | 0.0 | ... | 0.0 | 0.75 | 1.0 | +---------+----------+-----+----------+----------+----------+ | ASF(1) | 0.0 | ... | 1.0 | 0.25 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(3) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(9) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ | ASF(14) | 1.0 | ... | 0.0 | 0.0 | 0.0 | +---------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(9) | 1.0 | ... | 1.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | ... | 0.0 | 0.25 | 1.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+----------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+----------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+----------+-----+----------+----------+----------+ | MMSE(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(23) | 0.5 | ... | 0.0 | 0.0 | 0.0 | +----------+----------+-----+----------+----------+----------+ | MMSE(24) | 0.5 | ... | 1.0 | 0.5 | 1.0 | +----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 1.0 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+--------------------+-----+----------+---------------------+ | ASF | ASF(0) | ... | ASF(14) | ASF(14) | +----------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +----------+--------------------+-----+----------+---------------------+ | nWBV(0) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(1) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(2) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(3) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(4) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(5) | 0.3333333333333333 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(6) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(7) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(8) | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(9) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(10) | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(11) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(12) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ | nWBV(13) | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+--------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +---------+--------------------+-----+----------+---------------------+ | MMSE | MMSE(0) | ... | MMSE(23) | MMSE(24) | +---------+--------------------+-----+----------+---------------------+ | CDR(0) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(3) | 0.1111111111111111 | ... | 0.95 | 0.9130434782608695 | +---------+--------------------+-----+----------+---------------------+ | CDR(4) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(5) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(6) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(7) | 0.1111111111111111 | ... | 0.05 | 0.08695652173913043 | +---------+--------------------+-----+----------+---------------------+ | CDR(8) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(11) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ | CDR(14) | 0.1111111111111111 | ... | 0.0 | 0.0 | +---------+--------------------+-----+----------+---------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+----------+-----+----------+----------+ | Age | Age(0) | ... | Age(14) | Age(14) | +--------------+----------+-----+----------+----------+ | Group | Group(0) | ... | Group(0) | Group(1) | +--------------+----------+-----+----------+----------+ | MR Delay(0) | 0.8 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(1) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(2) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(3) | 0.2 | ... | 0.0 | 0.5 | +--------------+----------+-----+----------+----------+ | MR Delay(4) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(5) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(6) | 0.0 | ... | 1.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(7) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(8) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(9) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(10) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ | MR Delay(11) | 0.0 | ... | 0.0 | 0.0 | +--------------+----------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+----------------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+----------------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+----------------------+-----+--------------+--------------+ | Visit(0) | 0.9850746268656716 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(3) | 0.014925373134328358 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 0.5 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.0 | +-----------+----------------------+-----+--------------+--------------+ | Visit(10) | 0.0 | ... | 0.5 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.5 | +-----------+----------------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.498471 | +----------+----------+ | Group(1) | 0.501529 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 266 in fold 4: KeyError - 7
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
266 7 9 1 11 6 7 21 3 6 4 6 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Fold 5/5 [bnlearn] >Warning: Computing DAG with 12 nodes can take a very long time! [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/66.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of eTIV: +----------+----------------------+----------------------+ | Group | Group(0) | Group(1) | +----------+----------------------+----------------------+ | eTIV(0) | 0.01948051948051948 | 0.017341040462427744 | +----------+----------------------+----------------------+ | eTIV(1) | 0.032467532467532464 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(2) | 0.03896103896103896 | 0.04046242774566474 | +----------+----------------------+----------------------+ | eTIV(3) | 0.07792207792207792 | 0.09248554913294797 | +----------+----------------------+----------------------+ | eTIV(4) | 0.16883116883116883 | 0.09826589595375723 | +----------+----------------------+----------------------+ | eTIV(5) | 0.1038961038961039 | 0.12138728323699421 | +----------+----------------------+----------------------+ | eTIV(6) | 0.12987012987012986 | 0.26011560693641617 | +----------+----------------------+----------------------+ | eTIV(7) | 0.14285714285714285 | 0.08670520231213873 | +----------+----------------------+----------------------+ | eTIV(8) | 0.05194805194805195 | 0.08670520231213873 | +----------+----------------------+----------------------+ | eTIV(9) | 0.05844155844155844 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(10) | 0.06493506493506493 | 0.06936416184971098 | +----------+----------------------+----------------------+ | eTIV(11) | 0.025974025974025976 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(12) | 0.05194805194805195 | 0.017341040462427744 | +----------+----------------------+----------------------+ | eTIV(13) | 0.01948051948051948 | 0.011560693641618497 | +----------+----------------------+----------------------+ | eTIV(14) | 0.006493506493506494 | 0.023121387283236993 | +----------+----------------------+----------------------+ | eTIV(15) | 0.006493506493506494 | 0.005780346820809248 | +----------+----------------------+----------------------+ [bnlearn] >CPD of ASF: +---------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +---------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +---------+--------------------+-----+----------+----------+----------+ | ASF(0) | 0.0 | ... | 0.0 | 0.75 | 1.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(1) | 0.0 | ... | 1.0 | 0.25 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(3) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(9) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(13) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ | ASF(14) | 0.6666666666666666 | ... | 0.0 | 0.0 | 0.0 | +---------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of EDUC: +----------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+--------------------+-----+----------+----------+----------+ | EDUC(0) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(1) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(2) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(4) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(5) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(6) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(7) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(8) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(9) | 0.6666666666666666 | ... | 0.5 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(10) | 0.0 | ... | 0.5 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(11) | 0.0 | ... | 0.0 | 0.25 | 1.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(13) | 0.0 | ... | 0.0 | 0.5 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | EDUC(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of MMSE: +----------+--------------------+-----+----------+----------+----------+ | Group | Group(0) | ... | Group(1) | Group(1) | Group(1) | +----------+--------------------+-----+----------+----------+----------+ | eTIV | eTIV(0) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +----------+--------------------+-----+----------+----------+----------+ | MMSE(6) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(10) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(11) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(12) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(13) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(14) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(15) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(16) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(17) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(18) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(19) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(20) | 0.0 | ... | 0.0 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(21) | 0.0 | ... | 0.5 | 0.25 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(22) | 0.0 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(23) | 0.3333333333333333 | ... | 0.0 | 0.0 | 0.0 | +----------+--------------------+-----+----------+----------+----------+ | MMSE(24) | 0.6666666666666666 | ... | 0.5 | 0.5 | 1.0 | +----------+--------------------+-----+----------+----------+----------+ [bnlearn] >CPD of M/F: +--------+----------+----------+-----+----------+----------+----------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | Group(1) | +--------+----------+----------+-----+----------+----------+----------+ | eTIV | eTIV(0) | eTIV(1) | ... | eTIV(13) | eTIV(14) | eTIV(15) | +--------+----------+----------+-----+----------+----------+----------+ | M/F(0) | 0.0 | 0.0 | ... | 0.5 | 1.0 | 1.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(1) | 0.0 | 0.0 | ... | 0.5 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(2) | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ | M/F(3) | 1.0 | 1.0 | ... | 0.0 | 0.0 | 0.0 | +--------+----------+----------+-----+----------+----------+----------+ [bnlearn] >CPD of nWBV: +----------+----------+----------+-----+----------+---------------------+ | ASF | ASF(0) | ASF(0) | ... | ASF(14) | ASF(14) | +----------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(1) | ... | Group(0) | Group(1) | +----------+----------+----------+-----+----------+---------------------+ | nWBV(0) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(1) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(2) | 0.5 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(3) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(4) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(5) | 0.5 | 0.25 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(6) | 0.0 | 0.75 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(7) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(8) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(9) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(10) | 0.0 | 0.0 | ... | 0.5 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(11) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(12) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ | nWBV(13) | 0.0 | 0.0 | ... | 0.0 | 0.07142857142857142 | +----------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of SES: +---------+---------------------+-----+----------+---------------------+ | EDUC | EDUC(0) | ... | EDUC(15) | EDUC(15) | +---------+---------------------+-----+----------+---------------------+ | Group | Group(0) | ... | Group(0) | Group(1) | +---------+---------------------+-----+----------+---------------------+ | SES(0) | 0.07692307692307693 | ... | 1.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(1) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(2) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(3) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(4) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(5) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(6) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(7) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(8) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(9) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(11) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(13) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ | SES(14) | 0.07692307692307693 | ... | 0.0 | 0.07692307692307693 | +---------+---------------------+-----+----------+---------------------+ [bnlearn] >CPD of CDR: +---------+----------+----------+-----+----------+---------------------+ | Group | Group(0) | Group(0) | ... | Group(1) | Group(1) | +---------+----------+----------+-----+----------+---------------------+ | MMSE | MMSE(6) | MMSE(10) | ... | MMSE(23) | MMSE(24) | +---------+----------+----------+-----+----------+---------------------+ | CDR(0) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(3) | 0.125 | 0.125 | ... | 1.0 | 0.9230769230769231 | +---------+----------+----------+-----+----------+---------------------+ | CDR(4) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(5) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(6) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(7) | 0.125 | 0.125 | ... | 0.0 | 0.07692307692307693 | +---------+----------+----------+-----+----------+---------------------+ | CDR(8) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ | CDR(14) | 0.125 | 0.125 | ... | 0.0 | 0.0 | +---------+----------+----------+-----+----------+---------------------+ [bnlearn] >CPD of Age: +---------+----------+-----+---------------------+ | Group | Group(0) | ... | Group(1) | +---------+----------+-----+---------------------+ | nWBV | nWBV(0) | ... | nWBV(13) | +---------+----------+-----+---------------------+ | Age(0) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(1) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(2) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(3) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(4) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(5) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(6) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(7) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(8) | 1.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(9) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(10) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(11) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(12) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(13) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ | Age(14) | 0.0 | ... | 0.06666666666666667 | +---------+----------+-----+---------------------+ [bnlearn] >CPD of MR Delay: +--------------+-----+----------+----------+ | Age | ... | Age(14) | Age(14) | +--------------+-----+----------+----------+ | Group | ... | Group(0) | Group(1) | +--------------+-----+----------+----------+ | MR Delay(0) | ... | 0.0 | 1.0 | +--------------+-----+----------+----------+ | MR Delay(1) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(2) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(3) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(4) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(5) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(6) | ... | 1.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(7) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(8) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(9) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(10) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ | MR Delay(11) | ... | 0.0 | 0.0 | +--------------+-----+----------+----------+ [bnlearn] >CPD of Visit: +-----------+-------------+-----+--------------+--------------+ | Group | Group(0) | ... | Group(1) | Group(1) | +-----------+-------------+-----+--------------+--------------+ | MR Delay | MR Delay(0) | ... | MR Delay(10) | MR Delay(11) | +-----------+-------------+-----+--------------+--------------+ | Visit(0) | 1.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(3) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(4) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(6) | 0.0 | ... | 0.5 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(7) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ | Visit(9) | 0.0 | ... | 0.0 | 0.5 | +-----------+-------------+-----+--------------+--------------+ | Visit(10) | 0.0 | ... | 0.5 | 0.5 | +-----------+-------------+-----+--------------+--------------+ | Visit(12) | 0.0 | ... | 0.0 | 0.0 | +-----------+-------------+-----+--------------+--------------+ [bnlearn] >CPD of Group: +----------+----------+ | Group(0) | 0.470948 | +----------+----------+ | Group(1) | 0.529052 | +----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 331 in fold 5: KeyError - 0
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
331 12 5 0 3 9 0 0 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 379 in fold 5: KeyError - 2
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
379 9 4 0 3 9 0 2 7 10 2 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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Error for row 390 in fold 5: KeyError - 12
Row causing error: Visit MR Delay M/F Age EDUC SES MMSE CDR eTIV nWBV ASF Group
390 3 2 0 7 12 0 21 11 10 7 3 1
Model state names for target variable: {'Group': [0, 1]}
Model nodes: ['eTIV', 'ASF', 'EDUC', 'MMSE', 'M/F', 'nWBV', 'SES', 'CDR', 'Age', 'MR Delay', 'Visit', 'Group']
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evaluation['PC Algorithm (Maximum Likelihood)'] = evaluation_pc_ml
Evaluation¶
plot_metrics_from_evaluation(evaluation)
display_evaluation_results(evaluation)
Tree-Augmented Naive Bayes (Bayes):
Metrics:
Classification:
Accuracy: 94.24%
Precision: 98.47%
Recall: 90.35%
F1_score: 94.22%
Roc_auc: 0.9443587278881223
Brier_score: 0.05755558199680625
Log_loss: 2.0745134481017957
Time Taken: 41.55 seconds
Confusion Matrix: [201 3]
[ 17 174]
Tree-Augmented Naive Bayes (Maximum Likelihood):
Metrics:
Classification:
Accuracy: 66.84%
Precision: 100.00%
Recall: 36.15%
F1_score: 53.07%
Roc_auc: 0.6807322746687318
Brier_score: 0.3315589251265152
Log_loss: 11.950594975328361
Time Taken: 5.60 seconds
Confusion Matrix: [204 0]
[120 71]
BDeu Hill Climbing (Bayes):
Metrics:
Classification:
Accuracy: 94.24%
Precision: 98.47%
Recall: 90.35%
F1_score: 94.22%
Roc_auc: 0.9443587278881223
Brier_score: 0.05755558199680625
Log_loss: 2.0745134481017957
Time Taken: 38.72 seconds
Confusion Matrix: [201 3]
[ 17 174]
BDeu Hill Climbing (Maximum Likelihood):
Metrics:
Classification:
Accuracy: 66.84%
Precision: 100.00%
Recall: 36.15%
F1_score: 53.07%
Roc_auc: 0.6807322746687318
Brier_score: 0.3315589251265152
Log_loss: 11.950594975328361
Time Taken: 5.73 seconds
Confusion Matrix: [204 0]
[120 71]
PC Algorithm (Bayes):
Metrics:
Classification:
Accuracy: 94.24%
Precision: 98.47%
Recall: 90.35%
F1_score: 94.22%
Roc_auc: 0.9443587278881223
Brier_score: 0.05755558199680625
Log_loss: 2.0745134481017957
Time Taken: 38.43 seconds
Confusion Matrix: [201 3]
[ 17 174]
PC Algorithm (Maximum Likelihood):
Metrics:
Classification:
Accuracy: 66.84%
Precision: 100.00%
Recall: 36.15%
F1_score: 53.07%
Roc_auc: 0.6807322746687318
Brier_score: 0.3315589251265152
Log_loss: 11.950594975328361
Time Taken: 6.10 seconds
Confusion Matrix: [204 0]
[120 71]
plot_confusion_matrices_from_evaluation(evaluation, cmap=gradient_palette)
Parkinson's Disease¶
parkinsons_df = pd.read_csv('data/parkinsons_data_processed.csv')
Discretising the Data¶
parkinsons_df_5bins = discretise(parkinsons_df.copy(), nbins=5)
parkinsons_df_sturges = discretise(parkinsons_df.copy(), method='sturges')
parkinsons_df_freedman_diaconis = discretise(parkinsons_df.copy(), method='freedman-diaconis')
5 Bin¶
parkinsons_df_5bins.head()
| MDVP:Fo(Hz) | MDVP:Fhi(Hz) | MDVP:Flo(Hz) | MDVP:Jitter(%) | MDVP:Jitter(Abs) | MDVP:RAP | MDVP:PPQ | Jitter:DDP | MDVP:Shimmer | MDVP:Shimmer(dB) | ... | Shimmer:DDA | NHR | HNR | RPDE | DFA | spread1 | spread2 | D2 | PPE | Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 3 | 3 | 1 | 1 | 1 | 1 | 0 | 0 |
| 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | ... | 1 | 0 | 2 | 4 | 4 | 2 | 2 | 1 | 2 | 1 |
| 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | ... | 2 | 0 | 2 | 3 | 3 | 2 | 1 | 1 | 1 | 1 |
| 3 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | ... | 1 | 0 | 2 | 4 | 1 | 2 | 3 | 3 | 2 | 1 |
| 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 3 | 2 | 2 | 2 | 2 | 2 | 1 | 1 |
5 rows × 23 columns
plot_bins_barcharts(parkinsons_df_5bins)
Sturges¶
parkinsons_df_sturges.head()
| MDVP:Fo(Hz) | MDVP:Fhi(Hz) | MDVP:Flo(Hz) | MDVP:Jitter(%) | MDVP:Jitter(Abs) | MDVP:RAP | MDVP:PPQ | Jitter:DDP | MDVP:Shimmer | MDVP:Shimmer(dB) | ... | Shimmer:DDA | NHR | HNR | RPDE | DFA | spread1 | spread2 | D2 | PPE | Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 9 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 6 | 7 | 3 | 2 | 3 | 3 | 1 | 0 |
| 1 | 0 | 0 | 1 | 1 | 2 | 1 | 1 | 1 | 2 | 1 | ... | 2 | 0 | 5 | 9 | 8 | 5 | 5 | 2 | 4 | 1 |
| 2 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 3 | 2 | ... | 4 | 0 | 4 | 6 | 6 | 4 | 3 | 2 | 3 | 1 |
| 3 | 2 | 1 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 1 | ... | 2 | 1 | 5 | 8 | 2 | 5 | 6 | 6 | 4 | 1 |
| 4 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 6 | 5 | 5 | 4 | 5 | 4 | 3 | 1 |
5 rows × 23 columns
plot_bins_barcharts(parkinsons_df_sturges)
Freedman Diaconis¶
parkinsons_df_freedman_diaconis.head()
| MDVP:Fo(Hz) | MDVP:Fhi(Hz) | MDVP:Flo(Hz) | MDVP:Jitter(%) | MDVP:Jitter(Abs) | MDVP:RAP | MDVP:PPQ | Jitter:DDP | MDVP:Shimmer | MDVP:Shimmer(dB) | ... | Shimmer:DDA | NHR | HNR | RPDE | DFA | spread1 | spread2 | D2 | PPE | Status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 15 | 0 | 3 | 3 | 3 | 3 | 3 | 1 | 1 | ... | 1 | 2 | 10 | 7 | 3 | 3 | 4 | 5 | 2 | 0 |
| 1 | 0 | 0 | 1 | 4 | 6 | 4 | 4 | 4 | 5 | 4 | ... | 5 | 2 | 9 | 9 | 7 | 6 | 8 | 4 | 6 | 1 |
| 2 | 2 | 3 | 0 | 5 | 4 | 6 | 5 | 6 | 8 | 9 | ... | 9 | 4 | 6 | 6 | 5 | 5 | 5 | 5 | 5 | 1 |
| 3 | 1 | 1 | 1 | 8 | 8 | 9 | 6 | 9 | 4 | 4 | ... | 4 | 8 | 9 | 8 | 1 | 6 | 9 | 11 | 5 | 1 |
| 4 | 1 | 0 | 0 | 1 | 2 | 1 | 1 | 1 | 0 | 0 | ... | 0 | 1 | 10 | 5 | 5 | 5 | 8 | 8 | 5 | 1 |
5 rows × 23 columns
plot_bins_barcharts(parkinsons_df_freedman_diaconis)
Comparing Discretisation Methods¶
mse_5bins = mean_squared_error(parkinsons_df, parkinsons_df_5bins)
mse_sturges = mean_squared_error(parkinsons_df, parkinsons_df_sturges)
mse_freedman_diaconis = mean_squared_error(parkinsons_df, parkinsons_df_freedman_diaconis)
mse_values = [mse_5bins, mse_sturges, mse_freedman_diaconis]
plt.bar(['5 Bins', 'Sturges', 'Freedman Diaconis'], mse_values)
plt.title('MSE for Different Discretisation Methods')
plt.ylabel('Mean Squared Error')
plt.yscale('log')
plt.show()
This time it seems that the Sturges method performs better, so we will use that.
parkinsons_df = parkinsons_df_sturges.copy()
parkinsons_df.describe().T
| count | unique | top | freq | |
|---|---|---|---|---|
| MDVP:Fo(Hz) | 294 | 10 | 1 | 76 |
| MDVP:Fhi(Hz) | 294 | 9 | 0 | 93 |
| MDVP:Flo(Hz) | 294 | 10 | 2 | 65 |
| MDVP:Jitter(%) | 294 | 8 | 0 | 168 |
| MDVP:Jitter(Abs) | 294 | 9 | 0 | 179 |
| MDVP:RAP | 294 | 9 | 0 | 193 |
| MDVP:PPQ | 294 | 9 | 0 | 179 |
| Jitter:DDP | 294 | 9 | 0 | 193 |
| MDVP:Shimmer | 294 | 9 | 0 | 160 |
| MDVP:Shimmer(dB) | 294 | 9 | 0 | 169 |
| Shimmer:APQ3 | 294 | 9 | 0 | 127 |
| Shimmer:APQ5 | 294 | 8 | 0 | 178 |
| MDVP:APQ | 294 | 8 | 0 | 208 |
| Shimmer:DDA | 294 | 9 | 0 | 127 |
| NHR | 294 | 8 | 0 | 247 |
| HNR | 294 | 10 | 6 | 84 |
| RPDE | 294 | 10 | 4 | 63 |
| DFA | 294 | 10 | 3 | 52 |
| spread1 | 294 | 10 | 1 | 66 |
| spread2 | 294 | 10 | 3 | 76 |
| D2 | 294 | 10 | 3 | 72 |
| PPE | 294 | 10 | 1 | 90 |
| Status | 294 | 2 | 0 | 147 |
Learning Structure & Parameters with Cross-Validation¶
Now we will explore the process of structure learning and parameter learning for Bayesian Networks (BNs) using the provided dataset. We will evaluate multiple structure learning methods, perform parameter learning, and assess the results using cross-validation.
Our goals are:
- To understand the structure of the data using various structure learning algorithms.
- To learn the parameters of the best structure.
- To evaluate the performance of each method through cross-validation.
The methods we will use:
- Tree-Augmented Naive Bayes (TAN)
- Hill Climbing (HC) with BDeu scoring
- PC Algorithm
We will then evaluate each method's performance and compare the results.
Cross-Validation¶
evaluation = {}
Tree-Augmented Naive Bayes¶
structure_kwargs_tan = {'methodtype': 'tan', 'class_node': 'Status'}
Bayes¶
evaluation_tan_bayes = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})
Fold 1/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(0) | 0.20154620640057533 | 0.14352602197010625 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(1) | 0.16432937792161093 | 0.13056005762650819 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(2) | 0.09313196691837469 | 0.1192148388258599 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(3) | 0.0915138439410284 | 0.11111111111111112 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(4) | 0.08989572096368213 | 0.10624887448226185 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(5) | 0.08989572096368213 | 0.10300738339636233 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(6) | 0.08989572096368213 | 0.09814514676751306 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(7) | 0.08989572096368213 | 0.09328291013866379 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(9) | 0.08989572096368213 | 0.09490365568161355 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.15665190807505797 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13957410921357788 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.1224963103520978 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.14047151277013753 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.25 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+---------------------+-----------+ | NHR(0) | 0.125 | ... | 0.2708333333333333 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(1) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(2) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(3) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(5) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(6) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(8) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(9) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.109375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.109375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.234375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 0.296875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.09375 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.09375 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 0.296875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | D2(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(1) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(2) | 0.1 | ... | 0.15625 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(3) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(4) | 0.1 | ... | 0.125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.26229508196721313 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | PPE(9) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | RPDE(0) | 0.11475409836065574 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(1) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(2) | 0.18032786885245902 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(3) | 0.11475409836065574 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(4) | 0.09836065573770492 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(5) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(6) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(7) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | RPDE(8) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | RPDE(9) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.500405 | +-----------+----------+ | Status(1) | 0.499595 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 2/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+---------------------+ | Shimmer:DDA(0) | 0.19145855953673543 | 0.13938092682054035 | +----------------+---------------------+---------------------+ | Shimmer:DDA(1) | 0.16702859211002533 | 0.1377706208624083 | +----------------+---------------------+---------------------+ | Shimmer:DDA(2) | 0.09699601882012306 | 0.1200572553229558 | +----------------+---------------------+---------------------+ | Shimmer:DDA(3) | 0.09211002533478103 | 0.11039541957416354 | +----------------+---------------------+---------------------+ | Shimmer:DDA(4) | 0.09048136083966703 | 0.1055645016997674 | +----------------+---------------------+---------------------+ | Shimmer:DDA(5) | 0.09048136083966703 | 0.10234388978350331 | +----------------+---------------------+---------------------+ | Shimmer:DDA(6) | 0.09048136083966703 | 0.09751297190910718 | +----------------+---------------------+---------------------+ | Shimmer:DDA(7) | 0.09048136083966703 | 0.09268205403471104 | +----------------+---------------------+---------------------+ | Shimmer:DDA(9) | 0.09048136083966703 | 0.09429235999284309 | +----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | Shimmer:DDA | ... | Shimmer:DDA(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.15665190807505797 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13957410921357788 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.1224963103520978 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15275142314990514 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.13567362428842505 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.2857142857142857 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+--------------------+-----------+ | NHR(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(6) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | RPDE(0) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(1) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(2) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(3) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(4) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(5) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(6) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(7) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(8) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | PPE(0) | 0.296875 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(1) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(2) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(3) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(4) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(5) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(6) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(7) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(8) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(9) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.497166 | +-----------+----------+ | Status(1) | 0.502834 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 3/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(0) | 0.2025089605734767 | 0.15049683830171634 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(1) | 0.16218637992831542 | 0.12773261065943994 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(2) | 0.0960573476702509 | 0.12122854561878953 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(3) | 0.09121863799283154 | 0.11472448057813912 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(4) | 0.08960573476702509 | 0.10334236675700091 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(5) | 0.08960573476702509 | 0.1000903342366757 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(6) | 0.08960573476702509 | 0.0968383017163505 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(7) | 0.08960573476702509 | 0.0919602529358627 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(9) | 0.08960573476702509 | 0.09358626919602529 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.141999141999142 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13803088803088806 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.13803088803088806 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.13127413127413126 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15526751241036954 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.15526751241036954 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+--------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+--------------------+ | Status | ... | Status(1) | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.1251093613298338 | +---------------------+-----+--------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.13877952755905512 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.2857142857142857 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +----------------+-----+-----------------+ | Status | ... | Status(1) | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(0) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(1) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(2) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(3) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(4) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(5) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(6) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(7) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(8) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(9) | ... | 0.1 | +----------------+-----+-----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +----------+----------------------+-----+---------------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | +----------+----------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +----------+----------------------+-----+---------------------+ | NHR(0) | 0.6854267228099001 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(1) | 0.05782068398890827 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(2) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(3) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(5) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(6) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(9) | 0.051350518640238256 | ... | 0.15801291046870614 | +----------+----------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of RPDE: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | RPDE(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+---------------------+-----+---------------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | D2(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(6) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.1231696813092162 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.1231696813092162 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | PPE(0) | 0.296875 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(1) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(2) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(3) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(4) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(5) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(6) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(7) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(8) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(9) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502024 | +-----------+----------+ | Status(1) | 0.497976 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 22
100%|██████████| 1/1 [00:00<00:00, 232.80it/s]
[bnlearn]> Remaining columns for inference: 22
0%| | 0/1 [00:00<?, ?it/s]
Error for row 119 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
119 4 1 4 4
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
119 3 3 4 3 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
119 6 ... 6 2 1 7 8 8
spread2 D2 PPE Status
119 9 8 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
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Error for row 123 in fold 3: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
123 5 2 4 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
123 1 1 1 1 3
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
123 2 ... 3 2 1 7 6 6
spread2 D2 PPE Status
123 8 9 5 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 150 in fold 3: KeyError - 8
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
150 2 9 0 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
150 8 8 8 8 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
150 6 ... 9 8 0 7 2 8
spread2 D2 PPE Status
150 5 5 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 166 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
166 3 1 4 0
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
166 0 0 0 0 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
166 5 ... 7 0 4 5 5 2
spread2 D2 PPE Status
166 4 4 1 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Fold 4/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of MDVP:Shimmer: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(0) | 0.23504968383017166 | 0.1492831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(1) | 0.12935862691960257 | 0.13799283154121864 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(2) | 0.0935862691960253 | 0.12670250896057347 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(3) | 0.0903342366757001 | 0.10734767025089606 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(4) | 0.0903342366757001 | 0.1025089605734767 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(5) | 0.0903342366757001 | 0.0992831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(6) | 0.0903342366757001 | 0.092831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(7) | 0.0903342366757001 | 0.092831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(9) | 0.0903342366757001 | 0.09121863799283154 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.12682820344902856 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.14047151277013753 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.15801291046870614 | +--------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.15665190807505797 | +----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.2857142857142857 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(4) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+--------------------+-----------+ | NHR(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(6) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(0) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(1) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(2) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(3) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(4) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(6) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(7) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(9) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.13877952755905512 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.15635545556805397 | +-------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.3076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.07692307692307693 | ... | 0.11538461538461539 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(9) | 0.07692307692307693 | ... | 0.11538461538461539 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | RPDE(0) | 0.1076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(1) | 0.09230769230769231 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(2) | 0.18461538461538463 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(3) | 0.12307692307692308 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(4) | 0.1076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(5) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(6) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(7) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(8) | 0.07692307692307693 | ... | 0.1346153846153846 | +---------+---------------------+-----+---------------------+ | RPDE(9) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.497976 | +-----------+----------+ | Status(1) | 0.502024 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 200 in fold 4: KeyError - 5
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
200 3 5 0 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
200 1 0 1 0 0
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
200 0 ... 0 0 5 7 2 4
spread2 D2 PPE Status
200 5 3 3 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
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Error for row 207 in fold 4: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
207 6 2 6 8
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
207 5 7 8 7 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
207 7 ... 7 5 0 7 7 9
spread2 D2 PPE Status
207 7 7 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
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Fold 5/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+---------------------+ | Shimmer:DDA(0) | 0.2054034711039542 | 0.14887082204155375 | +----------------+---------------------+---------------------+ | Shimmer:DDA(1) | 0.16514582215065307 | 0.12610659439927732 | +----------------+---------------------+---------------------+ | Shimmer:DDA(2) | 0.09268205403471104 | 0.11960252935862692 | +----------------+---------------------+---------------------+ | Shimmer:DDA(3) | 0.08946144211844695 | 0.11635049683830172 | +----------------+---------------------+---------------------+ | Shimmer:DDA(4) | 0.08946144211844695 | 0.1049683830171635 | +----------------+---------------------+---------------------+ | Shimmer:DDA(5) | 0.08946144211844695 | 0.1000903342366757 | +----------------+---------------------+---------------------+ | Shimmer:DDA(6) | 0.08946144211844695 | 0.0984643179765131 | +----------------+---------------------+---------------------+ | Shimmer:DDA(7) | 0.08946144211844695 | 0.09358626919602529 | +----------------+---------------------+---------------------+ | Shimmer:DDA(9) | 0.08946144211844695 | 0.0919602529358627 | +----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | Shimmer:DDA | ... | Shimmer:DDA(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.12682820344902856 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.11591355599214143 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15801291046870614 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.140331181588549 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.16943521594684385 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.26229508196721313 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of spread1: +------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +------------+-----------+-----+---------------------+-----------+ | spread1(0) | 0.1 | ... | 0.22950819672131148 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(1) | 0.1 | ... | 0.11475409836065574 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(2) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(3) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(4) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(5) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(6) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(7) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(8) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(9) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:PPQ: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(0) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +--------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +--------+---------------------+-----+---------------------+ | NHR(0) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(1) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(2) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(3) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(5) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(8) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.3055555555555555 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | RPDE(0) | 0.109375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(1) | 0.09375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(2) | 0.171875 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(3) | 0.125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(4) | 0.109375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(5) | 0.078125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(6) | 0.078125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(7) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ | RPDE(8) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ | RPDE(9) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(8) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.13521400778210116 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.13521400778210116 | +-------------------+-----+---------------------+ [bnlearn] >CPD of D2: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | D2(0) | ... | 0.1 | +--------------+-----+-----------------+ | D2(1) | ... | 0.1 | +--------------+-----+-----------------+ | D2(2) | ... | 0.1 | +--------------+-----+-----------------+ | D2(3) | ... | 0.1 | +--------------+-----+-----------------+ | D2(4) | ... | 0.1 | +--------------+-----+-----------------+ | D2(5) | ... | 0.1 | +--------------+-----+-----------------+ | D2(6) | ... | 0.1 | +--------------+-----+-----------------+ | D2(7) | ... | 0.1 | +--------------+-----+-----------------+ | D2(8) | ... | 0.1 | +--------------+-----+-----------------+ | D2(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:RAP: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:RAP(0) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(1) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(2) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(3) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(4) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(5) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(7) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(8) | ... | 0.13877952755905512 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.15635545556805397 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(8) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.13877952755905512 | +---------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502427 | +-----------+----------+ | Status(1) | 0.497573 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 289 in fold 5: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
289 6 2 5 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
289 6 8 9 8 9
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
289 9 ... 9 6 0 8 7 9
spread2 D2 PPE Status
289 9 7 9 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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Error for row 291 in fold 5: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
291 2 0 2 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
291 9 9 7 9 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
291 6 ... 9 9 0 9 3 7
spread2 D2 PPE Status
291 5 6 6 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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evaluation['Tree-Augmented Naive Bayes (Bayes)'] = evaluation_tan_bayes
Maximum Likelihood¶
evaluation_tan_ml = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})
Fold 1/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(0) | 0.5847457627118644 | 0.28205128205128205 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(1) | 0.3898305084745763 | 0.21367521367521367 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(2) | 0.01694915254237288 | 0.15384615384615385 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(3) | 0.00847457627118644 | 0.1111111111111111 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(4) | 0.0 | 0.08547008547008547 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(5) | 0.0 | 0.06837606837606838 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(6) | 0.0 | 0.042735042735042736 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(7) | 0.0 | 0.017094017094017096 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(9) | 0.0 | 0.02564102564102564 | +-----------------+---------------------+----------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.6666666666666666 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.3333333333333333 | +-----------------+-----------------+-----+--------------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----------+-----+-----------+-----------+ | Status | Status(0) | Status(1) | ... | Status(0) | Status(1) | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | 0.0 | ... | 1.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+--------------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+------------+--------------------+ | RPDE(0) | 0.18181818181818182 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(2) | 0.5454545454545454 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(3) | 0.18181818181818182 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(4) | 0.09090909090909091 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(6) | 0.0 | ... | 0.25 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(7) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(8) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502128 | +-----------+----------+ | Status(1) | 0.497872 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 2/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +----------------+----------------------+----------------------+ | Shimmer:DDA(0) | 0.543859649122807 | 0.256198347107438 | +----------------+----------------------+----------------------+ | Shimmer:DDA(1) | 0.41228070175438597 | 0.24793388429752067 | +----------------+----------------------+----------------------+ | Shimmer:DDA(2) | 0.03508771929824561 | 0.15702479338842976 | +----------------+----------------------+----------------------+ | Shimmer:DDA(3) | 0.008771929824561403 | 0.10743801652892562 | +----------------+----------------------+----------------------+ | Shimmer:DDA(4) | 0.0 | 0.08264462809917356 | +----------------+----------------------+----------------------+ | Shimmer:DDA(5) | 0.0 | 0.06611570247933884 | +----------------+----------------------+----------------------+ | Shimmer:DDA(6) | 0.0 | 0.04132231404958678 | +----------------+----------------------+----------------------+ | Shimmer:DDA(7) | 0.0 | 0.01652892561983471 | +----------------+----------------------+----------------------+ | Shimmer:DDA(9) | 0.0 | 0.024793388429752067 | +----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------+-----+----------------+ | Shimmer:DDA | Shimmer:DDA(0) | ... | Shimmer:DDA(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(0) | 1.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(1) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(2) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(3) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(4) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(5) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(6) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(7) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(9) | 0.0 | ... | 1.0 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.6666666666666666 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.3333333333333333 | +-----------------+-----------------+-----+--------------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(4) | 0.0 | ... | 0.6666666666666666 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(9) | 0.0 | ... | 0.3333333333333333 | +--------------+-----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----------+-----+-----------+-----------+ | Status | Status(0) | Status(1) | ... | Status(0) | Status(1) | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | 0.0 | ... | 1.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.05 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.85 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.05 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 0.95 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.15 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.05 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | D2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(2) | 0.1 | ... | 0.3 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(3) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(4) | 0.1 | ... | 0.3 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of RPDE: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | RPDE(0) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(1) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(2) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(3) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(4) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(5) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(6) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(7) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(8) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.485106 | +-----------+----------+ | Status(1) | 0.514894 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 3/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(0) | 0.5833333333333334 | 0.3217391304347826 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(1) | 0.375 | 0.2 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(2) | 0.03333333333333333 | 0.16521739130434782 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(3) | 0.008333333333333333 | 0.13043478260869565 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(4) | 0.0 | 0.06956521739130435 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(5) | 0.0 | 0.05217391304347826 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(6) | 0.0 | 0.034782608695652174 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(7) | 0.0 | 0.008695652173913044 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(9) | 0.0 | 0.017391304347826087 | +-----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.5 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.5 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.5 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 0.5 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 1.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +----------------+-----+-----------------+ | Status | ... | Status(1) | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(0) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(1) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(2) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(3) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(4) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(5) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(6) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(7) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(8) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(9) | ... | 0.1 | +----------------+-----+-----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of NHR: +----------+----------------------+-----+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | +----------+----------------------+-----+-------------+ | Status | Status(0) | ... | Status(1) | +----------+----------------------+-----+-------------+ | NHR(0) | 0.98989898989899 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(1) | 0.010101010101010102 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(2) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(3) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(5) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(6) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(9) | 0.0 | ... | 1.0 | +----------+----------------------+-----+-------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of RPDE: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | RPDE(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+--------------------+-----+--------------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+--------------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-------------+--------------------+-----+--------------------+ | D2(0) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(1) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(2) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(3) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(4) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(5) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(6) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(7) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(8) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+-------------------+ | Status | ... | Status(1) | +----------------+-----+-------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(7) | ... | 0.5 | +----------------+-----+-------------------+ | MDVP:PPQ(8) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(9) | ... | 0.5 | +----------------+-----+-------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+-------------------+ | Status | ... | Status(1) | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.5 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.5 | +---------------------+-----+-------------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(4) | 0.0 | ... | 1.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(7) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(8) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.510638 | +-----------+----------+ | Status(1) | 0.489362 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 22
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Error for row 119 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
119 4 1 4 4
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
119 3 3 4 3 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
119 6 ... 6 2 1 7 8 8
spread2 D2 PPE Status
119 9 8 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 123 in fold 3: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
123 5 2 4 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
123 1 1 1 1 3
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
123 2 ... 3 2 1 7 6 6
spread2 D2 PPE Status
123 8 9 5 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 150 in fold 3: KeyError - 8
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
150 2 9 0 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
150 8 8 8 8 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
150 6 ... 9 8 0 7 2 8
spread2 D2 PPE Status
150 5 5 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 166 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
166 3 1 4 0
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
166 0 0 0 0 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
166 5 ... 7 0 4 5 5 2
spread2 D2 PPE Status
166 4 4 1 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Fold 4/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of MDVP:Shimmer: +-----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(0) | 0.7739130434782608 | 0.30833333333333335 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(1) | 0.20869565217391303 | 0.25 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(2) | 0.017391304347826087 | 0.19166666666666668 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(3) | 0.0 | 0.09166666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(4) | 0.0 | 0.06666666666666667 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(5) | 0.0 | 0.05 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(6) | 0.0 | 0.016666666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(7) | 0.0 | 0.016666666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(9) | 0.0 | 0.008333333333333333 | +-----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+-----------------+ | Status | ... | Status(1) | +-----------------+-----+-----------------+ | Shimmer:APQ3(0) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(1) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(2) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(3) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(4) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(5) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(6) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(7) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(9) | ... | 1.0 | +-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(0) | 0.125 | ... | 1.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(1) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(2) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(3) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(4) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(5) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(8) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(9) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | ... | 1.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(0) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(1) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(2) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(3) | 0.125 | ... | 1.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(4) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(6) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(7) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(9) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+-------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+-------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.125 | 1.0 | +---------------+-------------+-----+-------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+-------------+ | Status | ... | Status(1) | +-------------------+-----+-------------+ | MDVP:Jitter(%)(0) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(1) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(2) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(3) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(4) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(5) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(9) | ... | 1.0 | +-------------------+-----+-------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+--------------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+--------------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+--------------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(4) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(7) | 0.0 | ... | 0.3333333333333333 | 0.5 | +---------+------------+-----+--------------------+------------+ | PPE(8) | 0.0 | ... | 0.6666666666666666 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.5 | +---------+------------+-----+--------------------+------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+--------------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+--------------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+--------------------+------------+ | RPDE(0) | 0.13333333333333333 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(1) | 0.06666666666666667 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(2) | 0.4666666666666667 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(3) | 0.2 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(4) | 0.13333333333333333 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(6) | 0.0 | ... | 0.3333333333333333 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(7) | 0.0 | ... | 0.6666666666666666 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(8) | 0.0 | ... | 0.0 | 1.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.489362 | +-----------+----------+ | Status(1) | 0.510638 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 200 in fold 4: KeyError - 5
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
200 3 5 0 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
200 1 0 1 0 0
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
200 0 ... 0 0 5 7 2 4
spread2 D2 PPE Status
200 5 3 3 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 207 in fold 4: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
207 6 2 6 8
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
207 5 7 8 7 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
207 7 ... 7 5 0 7 7 9
spread2 D2 PPE Status
207 7 7 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Fold 5/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+----------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+----------------------+ | Shimmer:DDA(0) | 0.5950413223140496 | 0.3130434782608696 | +----------------+---------------------+----------------------+ | Shimmer:DDA(1) | 0.3884297520661157 | 0.19130434782608696 | +----------------+---------------------+----------------------+ | Shimmer:DDA(2) | 0.01652892561983471 | 0.1565217391304348 | +----------------+---------------------+----------------------+ | Shimmer:DDA(3) | 0.0 | 0.1391304347826087 | +----------------+---------------------+----------------------+ | Shimmer:DDA(4) | 0.0 | 0.0782608695652174 | +----------------+---------------------+----------------------+ | Shimmer:DDA(5) | 0.0 | 0.05217391304347826 | +----------------+---------------------+----------------------+ | Shimmer:DDA(6) | 0.0 | 0.043478260869565216 | +----------------+---------------------+----------------------+ | Shimmer:DDA(7) | 0.0 | 0.017391304347826087 | +----------------+---------------------+----------------------+ | Shimmer:DDA(9) | 0.0 | 0.008695652173913044 | +----------------+---------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------+-----+----------------+ | Shimmer:DDA | Shimmer:DDA(0) | ... | Shimmer:DDA(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(0) | 1.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(1) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(2) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(3) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(4) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(5) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(6) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(7) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(9) | 0.0 | ... | 1.0 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(7) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.5 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.5 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(7) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of spread1: +------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +------------+-----------+-----+---------------------+-----------+ | spread1(0) | 0.1 | ... | 0.8181818181818182 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(1) | 0.1 | ... | 0.18181818181818182 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:PPQ: +-------------+---------------------+-----+-----------+---------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+---------------------+-----+-----------+---------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(0) | 0.14285714285714285 | ... | 1.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ [bnlearn] >CPD of NHR: +--------+---------------------+-----+-----------+---------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+---------------------+-----+-----------+---------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+---------------------+-----+-----------+---------------------+ | NHR(0) | 0.16666666666666666 | ... | 1.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(1) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(2) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(3) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(5) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(8) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.05 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.85 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.15 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.45 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+--------------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+------------+--------------------+ | RPDE(0) | 0.14285714285714285 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(1) | 0.07142857142857142 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(2) | 0.42857142857142855 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(3) | 0.21428571428571427 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(4) | 0.14285714285714285 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(6) | 0.0 | ... | 0.25 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(7) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(8) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(8) | MDVP:PPQ(8) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.5 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 0.5 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of D2: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | D2(0) | ... | 0.1 | +--------------+-----+-----------------+ | D2(1) | ... | 0.1 | +--------------+-----+-----------------+ | D2(2) | ... | 0.1 | +--------------+-----+-----------------+ | D2(3) | ... | 0.1 | +--------------+-----+-----------------+ | D2(4) | ... | 0.1 | +--------------+-----+-----------------+ | D2(5) | ... | 0.1 | +--------------+-----+-----------------+ | D2(6) | ... | 0.1 | +--------------+-----+-----------------+ | D2(7) | ... | 0.1 | +--------------+-----+-----------------+ | D2(8) | ... | 0.1 | +--------------+-----+-----------------+ | D2(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:RAP: +----------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+-------------------+ | Status | ... | Status(1) | +----------------+-----+-------------------+ | MDVP:RAP(0) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(1) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(2) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(3) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(4) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(5) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(7) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(8) | ... | 1.0 | +----------------+-----+-------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+-------------------+ | Status | ... | Status(1) | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(8) | ... | 1.0 | +---------------------+-----+-------------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+-------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(8) | MDVP:RAP(8) | +---------------+-------------+-----+-------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.125 | 1.0 | +---------------+-------------+-----+-------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.512712 | +-----------+----------+ | Status(1) | 0.487288 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 289 in fold 5: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
289 6 2 5 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
289 6 8 9 8 9
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
289 9 ... 9 6 0 8 7 9
spread2 D2 PPE Status
289 9 7 9 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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Error for row 291 in fold 5: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
291 2 0 2 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
291 9 9 7 9 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
291 6 ... 9 9 0 9 3 7
spread2 D2 PPE Status
291 5 6 6 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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evaluation['Tree-Augmented Naive Bayes (Maximum Likelihood)'] = evaluation_tan_ml
Hill Climbing¶
structure_kwargs_hc = {'methodtype': 'hc', 'scoretype': 'bdeu'}
Bayes¶
evaluation_hc_bayes = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})
Fold 1/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(0) | 0.20154620640057533 | 0.14352602197010625 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(1) | 0.16432937792161093 | 0.13056005762650819 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(2) | 0.09313196691837469 | 0.1192148388258599 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(3) | 0.0915138439410284 | 0.11111111111111112 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(4) | 0.08989572096368213 | 0.10624887448226185 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(5) | 0.08989572096368213 | 0.10300738339636233 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(6) | 0.08989572096368213 | 0.09814514676751306 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(7) | 0.08989572096368213 | 0.09328291013866379 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(9) | 0.08989572096368213 | 0.09490365568161355 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.15665190807505797 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13957410921357788 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.1224963103520978 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.14047151277013753 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.25 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+---------------------+-----------+ | NHR(0) | 0.125 | ... | 0.2708333333333333 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(1) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(2) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(3) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(5) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(6) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(8) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(9) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.109375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.109375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.234375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 0.296875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.09375 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.09375 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 0.296875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | D2(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(1) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(2) | 0.1 | ... | 0.15625 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(3) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(4) | 0.1 | ... | 0.125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.26229508196721313 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | PPE(9) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | RPDE(0) | 0.11475409836065574 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(1) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(2) | 0.18032786885245902 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(3) | 0.11475409836065574 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(4) | 0.09836065573770492 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(5) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(6) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(7) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | RPDE(8) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | RPDE(9) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.500405 | +-----------+----------+ | Status(1) | 0.499595 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 2/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+---------------------+ | Shimmer:DDA(0) | 0.19145855953673543 | 0.13938092682054035 | +----------------+---------------------+---------------------+ | Shimmer:DDA(1) | 0.16702859211002533 | 0.1377706208624083 | +----------------+---------------------+---------------------+ | Shimmer:DDA(2) | 0.09699601882012306 | 0.1200572553229558 | +----------------+---------------------+---------------------+ | Shimmer:DDA(3) | 0.09211002533478103 | 0.11039541957416354 | +----------------+---------------------+---------------------+ | Shimmer:DDA(4) | 0.09048136083966703 | 0.1055645016997674 | +----------------+---------------------+---------------------+ | Shimmer:DDA(5) | 0.09048136083966703 | 0.10234388978350331 | +----------------+---------------------+---------------------+ | Shimmer:DDA(6) | 0.09048136083966703 | 0.09751297190910718 | +----------------+---------------------+---------------------+ | Shimmer:DDA(7) | 0.09048136083966703 | 0.09268205403471104 | +----------------+---------------------+---------------------+ | Shimmer:DDA(9) | 0.09048136083966703 | 0.09429235999284309 | +----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | Shimmer:DDA | ... | Shimmer:DDA(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.15665190807505797 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13957410921357788 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.1224963103520978 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15275142314990514 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.13567362428842505 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.2857142857142857 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+--------------------+-----------+ | NHR(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(6) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | RPDE(0) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(1) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(2) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(3) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(4) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(5) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(6) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(7) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(8) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | PPE(0) | 0.296875 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(1) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(2) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(3) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(4) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(5) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(6) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(7) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(8) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(9) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.497166 | +-----------+----------+ | Status(1) | 0.502834 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 3/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(0) | 0.2025089605734767 | 0.15049683830171634 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(1) | 0.16218637992831542 | 0.12773261065943994 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(2) | 0.0960573476702509 | 0.12122854561878953 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(3) | 0.09121863799283154 | 0.11472448057813912 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(4) | 0.08960573476702509 | 0.10334236675700091 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(5) | 0.08960573476702509 | 0.1000903342366757 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(6) | 0.08960573476702509 | 0.0968383017163505 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(7) | 0.08960573476702509 | 0.0919602529358627 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(9) | 0.08960573476702509 | 0.09358626919602529 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.141999141999142 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13803088803088806 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.13803088803088806 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.13127413127413126 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15526751241036954 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.15526751241036954 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+--------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+--------------------+ | Status | ... | Status(1) | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.1251093613298338 | +---------------------+-----+--------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.13877952755905512 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.2857142857142857 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +----------------+-----+-----------------+ | Status | ... | Status(1) | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(0) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(1) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(2) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(3) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(4) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(5) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(6) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(7) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(8) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(9) | ... | 0.1 | +----------------+-----+-----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +----------+----------------------+-----+---------------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | +----------+----------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +----------+----------------------+-----+---------------------+ | NHR(0) | 0.6854267228099001 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(1) | 0.05782068398890827 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(2) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(3) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(5) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(6) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(9) | 0.051350518640238256 | ... | 0.15801291046870614 | +----------+----------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of RPDE: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | RPDE(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+---------------------+-----+---------------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | D2(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(6) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.1231696813092162 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.1231696813092162 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | PPE(0) | 0.296875 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(1) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(2) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(3) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(4) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(5) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(6) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(7) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(8) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(9) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502024 | +-----------+----------+ | Status(1) | 0.497976 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 22
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Error for row 119 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
119 4 1 4 4
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
119 3 3 4 3 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
119 6 ... 6 2 1 7 8 8
spread2 D2 PPE Status
119 9 8 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 123 in fold 3: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
123 5 2 4 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
123 1 1 1 1 3
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
123 2 ... 3 2 1 7 6 6
spread2 D2 PPE Status
123 8 9 5 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 150 in fold 3: KeyError - 8
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
150 2 9 0 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
150 8 8 8 8 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
150 6 ... 9 8 0 7 2 8
spread2 D2 PPE Status
150 5 5 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 166 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
166 3 1 4 0
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
166 0 0 0 0 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
166 5 ... 7 0 4 5 5 2
spread2 D2 PPE Status
166 4 4 1 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Fold 4/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of MDVP:Shimmer: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(0) | 0.23504968383017166 | 0.1492831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(1) | 0.12935862691960257 | 0.13799283154121864 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(2) | 0.0935862691960253 | 0.12670250896057347 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(3) | 0.0903342366757001 | 0.10734767025089606 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(4) | 0.0903342366757001 | 0.1025089605734767 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(5) | 0.0903342366757001 | 0.0992831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(6) | 0.0903342366757001 | 0.092831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(7) | 0.0903342366757001 | 0.092831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(9) | 0.0903342366757001 | 0.09121863799283154 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.12682820344902856 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.14047151277013753 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.15801291046870614 | +--------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.15665190807505797 | +----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.2857142857142857 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(4) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+--------------------+-----------+ | NHR(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(6) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(0) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(1) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(2) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(3) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(4) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(6) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(7) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(9) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.13877952755905512 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.15635545556805397 | +-------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.3076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.07692307692307693 | ... | 0.11538461538461539 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(9) | 0.07692307692307693 | ... | 0.11538461538461539 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | RPDE(0) | 0.1076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(1) | 0.09230769230769231 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(2) | 0.18461538461538463 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(3) | 0.12307692307692308 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(4) | 0.1076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(5) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(6) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(7) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(8) | 0.07692307692307693 | ... | 0.1346153846153846 | +---------+---------------------+-----+---------------------+ | RPDE(9) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.497976 | +-----------+----------+ | Status(1) | 0.502024 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 22
100%|██████████| 1/1 [00:00<00:00, 300.04it/s]
[bnlearn]> Remaining columns for inference: 22
100%|██████████| 1/1 [00:00<00:00, 285.23it/s]
[bnlearn]> Remaining columns for inference: 22
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Error for row 200 in fold 4: KeyError - 5
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
200 3 5 0 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
200 1 0 1 0 0
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
200 0 ... 0 0 5 7 2 4
spread2 D2 PPE Status
200 5 3 3 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 207 in fold 4: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
207 6 2 6 8
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
207 5 7 8 7 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
207 7 ... 7 5 0 7 7 9
spread2 D2 PPE Status
207 7 7 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
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Fold 5/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+---------------------+ | Shimmer:DDA(0) | 0.2054034711039542 | 0.14887082204155375 | +----------------+---------------------+---------------------+ | Shimmer:DDA(1) | 0.16514582215065307 | 0.12610659439927732 | +----------------+---------------------+---------------------+ | Shimmer:DDA(2) | 0.09268205403471104 | 0.11960252935862692 | +----------------+---------------------+---------------------+ | Shimmer:DDA(3) | 0.08946144211844695 | 0.11635049683830172 | +----------------+---------------------+---------------------+ | Shimmer:DDA(4) | 0.08946144211844695 | 0.1049683830171635 | +----------------+---------------------+---------------------+ | Shimmer:DDA(5) | 0.08946144211844695 | 0.1000903342366757 | +----------------+---------------------+---------------------+ | Shimmer:DDA(6) | 0.08946144211844695 | 0.0984643179765131 | +----------------+---------------------+---------------------+ | Shimmer:DDA(7) | 0.08946144211844695 | 0.09358626919602529 | +----------------+---------------------+---------------------+ | Shimmer:DDA(9) | 0.08946144211844695 | 0.0919602529358627 | +----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | Shimmer:DDA | ... | Shimmer:DDA(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.12682820344902856 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.11591355599214143 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15801291046870614 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.140331181588549 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.16943521594684385 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.26229508196721313 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of spread1: +------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +------------+-----------+-----+---------------------+-----------+ | spread1(0) | 0.1 | ... | 0.22950819672131148 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(1) | 0.1 | ... | 0.11475409836065574 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(2) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(3) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(4) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(5) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(6) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(7) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(8) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(9) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:PPQ: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(0) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +--------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +--------+---------------------+-----+---------------------+ | NHR(0) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(1) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(2) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(3) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(5) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(8) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.3055555555555555 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | RPDE(0) | 0.109375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(1) | 0.09375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(2) | 0.171875 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(3) | 0.125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(4) | 0.109375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(5) | 0.078125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(6) | 0.078125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(7) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ | RPDE(8) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ | RPDE(9) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(8) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.13521400778210116 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.13521400778210116 | +-------------------+-----+---------------------+ [bnlearn] >CPD of D2: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | D2(0) | ... | 0.1 | +--------------+-----+-----------------+ | D2(1) | ... | 0.1 | +--------------+-----+-----------------+ | D2(2) | ... | 0.1 | +--------------+-----+-----------------+ | D2(3) | ... | 0.1 | +--------------+-----+-----------------+ | D2(4) | ... | 0.1 | +--------------+-----+-----------------+ | D2(5) | ... | 0.1 | +--------------+-----+-----------------+ | D2(6) | ... | 0.1 | +--------------+-----+-----------------+ | D2(7) | ... | 0.1 | +--------------+-----+-----------------+ | D2(8) | ... | 0.1 | +--------------+-----+-----------------+ | D2(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:RAP: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:RAP(0) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(1) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(2) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(3) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(4) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(5) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(7) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(8) | ... | 0.13877952755905512 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.15635545556805397 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(8) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.13877952755905512 | +---------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502427 | +-----------+----------+ | Status(1) | 0.497573 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 289 in fold 5: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
289 6 2 5 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
289 6 8 9 8 9
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
289 9 ... 9 6 0 8 7 9
spread2 D2 PPE Status
289 9 7 9 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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Error for row 291 in fold 5: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
291 2 0 2 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
291 9 9 7 9 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
291 6 ... 9 9 0 9 3 7
spread2 D2 PPE Status
291 5 6 6 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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evaluation['BDeu Hill Climbing (Bayes)'] = evaluation_hc_bayes
Maximum Likelihood¶
evaluation_hc_ml = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})
Fold 1/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(0) | 0.5847457627118644 | 0.28205128205128205 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(1) | 0.3898305084745763 | 0.21367521367521367 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(2) | 0.01694915254237288 | 0.15384615384615385 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(3) | 0.00847457627118644 | 0.1111111111111111 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(4) | 0.0 | 0.08547008547008547 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(5) | 0.0 | 0.06837606837606838 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(6) | 0.0 | 0.042735042735042736 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(7) | 0.0 | 0.017094017094017096 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(9) | 0.0 | 0.02564102564102564 | +-----------------+---------------------+----------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.6666666666666666 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.3333333333333333 | +-----------------+-----------------+-----+--------------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----------+-----+-----------+-----------+ | Status | Status(0) | Status(1) | ... | Status(0) | Status(1) | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | 0.0 | ... | 1.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+--------------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+------------+--------------------+ | RPDE(0) | 0.18181818181818182 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(2) | 0.5454545454545454 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(3) | 0.18181818181818182 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(4) | 0.09090909090909091 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(6) | 0.0 | ... | 0.25 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(7) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(8) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502128 | +-----------+----------+ | Status(1) | 0.497872 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 2/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +----------------+----------------------+----------------------+ | Shimmer:DDA(0) | 0.543859649122807 | 0.256198347107438 | +----------------+----------------------+----------------------+ | Shimmer:DDA(1) | 0.41228070175438597 | 0.24793388429752067 | +----------------+----------------------+----------------------+ | Shimmer:DDA(2) | 0.03508771929824561 | 0.15702479338842976 | +----------------+----------------------+----------------------+ | Shimmer:DDA(3) | 0.008771929824561403 | 0.10743801652892562 | +----------------+----------------------+----------------------+ | Shimmer:DDA(4) | 0.0 | 0.08264462809917356 | +----------------+----------------------+----------------------+ | Shimmer:DDA(5) | 0.0 | 0.06611570247933884 | +----------------+----------------------+----------------------+ | Shimmer:DDA(6) | 0.0 | 0.04132231404958678 | +----------------+----------------------+----------------------+ | Shimmer:DDA(7) | 0.0 | 0.01652892561983471 | +----------------+----------------------+----------------------+ | Shimmer:DDA(9) | 0.0 | 0.024793388429752067 | +----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------+-----+----------------+ | Shimmer:DDA | Shimmer:DDA(0) | ... | Shimmer:DDA(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(0) | 1.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(1) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(2) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(3) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(4) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(5) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(6) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(7) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(9) | 0.0 | ... | 1.0 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.6666666666666666 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.3333333333333333 | +-----------------+-----------------+-----+--------------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(4) | 0.0 | ... | 0.6666666666666666 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(9) | 0.0 | ... | 0.3333333333333333 | +--------------+-----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----------+-----+-----------+-----------+ | Status | Status(0) | Status(1) | ... | Status(0) | Status(1) | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | 0.0 | ... | 1.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.05 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.85 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.05 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 0.95 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.15 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.05 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | D2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(2) | 0.1 | ... | 0.3 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(3) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(4) | 0.1 | ... | 0.3 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of RPDE: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | RPDE(0) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(1) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(2) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(3) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(4) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(5) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(6) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(7) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(8) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.485106 | +-----------+----------+ | Status(1) | 0.514894 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 3/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(0) | 0.5833333333333334 | 0.3217391304347826 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(1) | 0.375 | 0.2 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(2) | 0.03333333333333333 | 0.16521739130434782 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(3) | 0.008333333333333333 | 0.13043478260869565 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(4) | 0.0 | 0.06956521739130435 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(5) | 0.0 | 0.05217391304347826 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(6) | 0.0 | 0.034782608695652174 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(7) | 0.0 | 0.008695652173913044 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(9) | 0.0 | 0.017391304347826087 | +-----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.5 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.5 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.5 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 0.5 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 1.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +----------------+-----+-----------------+ | Status | ... | Status(1) | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(0) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(1) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(2) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(3) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(4) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(5) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(6) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(7) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(8) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(9) | ... | 0.1 | +----------------+-----+-----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of NHR: +----------+----------------------+-----+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | +----------+----------------------+-----+-------------+ | Status | Status(0) | ... | Status(1) | +----------+----------------------+-----+-------------+ | NHR(0) | 0.98989898989899 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(1) | 0.010101010101010102 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(2) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(3) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(5) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(6) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(9) | 0.0 | ... | 1.0 | +----------+----------------------+-----+-------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of RPDE: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | RPDE(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+--------------------+-----+--------------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+--------------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-------------+--------------------+-----+--------------------+ | D2(0) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(1) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(2) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(3) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(4) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(5) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(6) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(7) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(8) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+-------------------+ | Status | ... | Status(1) | +----------------+-----+-------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(7) | ... | 0.5 | +----------------+-----+-------------------+ | MDVP:PPQ(8) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(9) | ... | 0.5 | +----------------+-----+-------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+-------------------+ | Status | ... | Status(1) | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.5 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.5 | +---------------------+-----+-------------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(4) | 0.0 | ... | 1.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(7) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(8) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.510638 | +-----------+----------+ | Status(1) | 0.489362 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 22
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Error for row 119 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
119 4 1 4 4
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
119 3 3 4 3 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
119 6 ... 6 2 1 7 8 8
spread2 D2 PPE Status
119 9 8 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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Error for row 123 in fold 3: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
123 5 2 4 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
123 1 1 1 1 3
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
123 2 ... 3 2 1 7 6 6
spread2 D2 PPE Status
123 8 9 5 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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[bnlearn]> Remaining columns for inference: 22
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Error for row 150 in fold 3: KeyError - 8
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
150 2 9 0 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
150 8 8 8 8 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
150 6 ... 9 8 0 7 2 8
spread2 D2 PPE Status
150 5 5 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
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Error for row 166 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
166 3 1 4 0
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
166 0 0 0 0 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
166 5 ... 7 0 4 5 5 2
spread2 D2 PPE Status
166 4 4 1 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
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Fold 4/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of MDVP:Shimmer: +-----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(0) | 0.7739130434782608 | 0.30833333333333335 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(1) | 0.20869565217391303 | 0.25 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(2) | 0.017391304347826087 | 0.19166666666666668 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(3) | 0.0 | 0.09166666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(4) | 0.0 | 0.06666666666666667 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(5) | 0.0 | 0.05 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(6) | 0.0 | 0.016666666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(7) | 0.0 | 0.016666666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(9) | 0.0 | 0.008333333333333333 | +-----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+-----------------+ | Status | ... | Status(1) | +-----------------+-----+-----------------+ | Shimmer:APQ3(0) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(1) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(2) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(3) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(4) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(5) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(6) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(7) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(9) | ... | 1.0 | +-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(0) | 0.125 | ... | 1.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(1) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(2) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(3) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(4) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(5) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(8) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(9) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | ... | 1.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(0) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(1) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(2) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(3) | 0.125 | ... | 1.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(4) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(6) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(7) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(9) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+-------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+-------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.125 | 1.0 | +---------------+-------------+-----+-------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+-------------+ | Status | ... | Status(1) | +-------------------+-----+-------------+ | MDVP:Jitter(%)(0) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(1) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(2) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(3) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(4) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(5) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(9) | ... | 1.0 | +-------------------+-----+-------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+--------------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+--------------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+--------------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(4) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(7) | 0.0 | ... | 0.3333333333333333 | 0.5 | +---------+------------+-----+--------------------+------------+ | PPE(8) | 0.0 | ... | 0.6666666666666666 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.5 | +---------+------------+-----+--------------------+------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+--------------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+--------------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+--------------------+------------+ | RPDE(0) | 0.13333333333333333 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(1) | 0.06666666666666667 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(2) | 0.4666666666666667 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(3) | 0.2 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(4) | 0.13333333333333333 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(6) | 0.0 | ... | 0.3333333333333333 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(7) | 0.0 | ... | 0.6666666666666666 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(8) | 0.0 | ... | 0.0 | 1.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.489362 | +-----------+----------+ | Status(1) | 0.510638 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 200 in fold 4: KeyError - 5
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
200 3 5 0 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
200 1 0 1 0 0
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
200 0 ... 0 0 5 7 2 4
spread2 D2 PPE Status
200 5 3 3 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
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Error for row 207 in fold 4: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
207 6 2 6 8
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
207 5 7 8 7 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
207 7 ... 7 5 0 7 7 9
spread2 D2 PPE Status
207 7 7 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
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Fold 5/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+----------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+----------------------+ | Shimmer:DDA(0) | 0.5950413223140496 | 0.3130434782608696 | +----------------+---------------------+----------------------+ | Shimmer:DDA(1) | 0.3884297520661157 | 0.19130434782608696 | +----------------+---------------------+----------------------+ | Shimmer:DDA(2) | 0.01652892561983471 | 0.1565217391304348 | +----------------+---------------------+----------------------+ | Shimmer:DDA(3) | 0.0 | 0.1391304347826087 | +----------------+---------------------+----------------------+ | Shimmer:DDA(4) | 0.0 | 0.0782608695652174 | +----------------+---------------------+----------------------+ | Shimmer:DDA(5) | 0.0 | 0.05217391304347826 | +----------------+---------------------+----------------------+ | Shimmer:DDA(6) | 0.0 | 0.043478260869565216 | +----------------+---------------------+----------------------+ | Shimmer:DDA(7) | 0.0 | 0.017391304347826087 | +----------------+---------------------+----------------------+ | Shimmer:DDA(9) | 0.0 | 0.008695652173913044 | +----------------+---------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------+-----+----------------+ | Shimmer:DDA | Shimmer:DDA(0) | ... | Shimmer:DDA(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(0) | 1.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(1) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(2) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(3) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(4) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(5) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(6) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(7) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(9) | 0.0 | ... | 1.0 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(7) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.5 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.5 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(7) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of spread1: +------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +------------+-----------+-----+---------------------+-----------+ | spread1(0) | 0.1 | ... | 0.8181818181818182 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(1) | 0.1 | ... | 0.18181818181818182 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:PPQ: +-------------+---------------------+-----+-----------+---------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+---------------------+-----+-----------+---------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(0) | 0.14285714285714285 | ... | 1.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ [bnlearn] >CPD of NHR: +--------+---------------------+-----+-----------+---------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+---------------------+-----+-----------+---------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+---------------------+-----+-----------+---------------------+ | NHR(0) | 0.16666666666666666 | ... | 1.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(1) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(2) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(3) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(5) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(8) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.05 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.85 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.15 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.45 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+--------------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+------------+--------------------+ | RPDE(0) | 0.14285714285714285 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(1) | 0.07142857142857142 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(2) | 0.42857142857142855 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(3) | 0.21428571428571427 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(4) | 0.14285714285714285 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(6) | 0.0 | ... | 0.25 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(7) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(8) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(8) | MDVP:PPQ(8) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.5 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 0.5 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of D2: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | D2(0) | ... | 0.1 | +--------------+-----+-----------------+ | D2(1) | ... | 0.1 | +--------------+-----+-----------------+ | D2(2) | ... | 0.1 | +--------------+-----+-----------------+ | D2(3) | ... | 0.1 | +--------------+-----+-----------------+ | D2(4) | ... | 0.1 | +--------------+-----+-----------------+ | D2(5) | ... | 0.1 | +--------------+-----+-----------------+ | D2(6) | ... | 0.1 | +--------------+-----+-----------------+ | D2(7) | ... | 0.1 | +--------------+-----+-----------------+ | D2(8) | ... | 0.1 | +--------------+-----+-----------------+ | D2(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:RAP: +----------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+-------------------+ | Status | ... | Status(1) | +----------------+-----+-------------------+ | MDVP:RAP(0) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(1) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(2) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(3) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(4) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(5) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(7) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(8) | ... | 1.0 | +----------------+-----+-------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+-------------------+ | Status | ... | Status(1) | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(8) | ... | 1.0 | +---------------------+-----+-------------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+-------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(8) | MDVP:RAP(8) | +---------------+-------------+-----+-------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.125 | 1.0 | +---------------+-------------+-----+-------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.512712 | +-----------+----------+ | Status(1) | 0.487288 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 289 in fold 5: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
289 6 2 5 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
289 6 8 9 8 9
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
289 9 ... 9 6 0 8 7 9
spread2 D2 PPE Status
289 9 7 9 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22
100%|██████████| 1/1 [00:00<00:00, 320.42it/s]
[bnlearn]> Remaining columns for inference: 22
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Error for row 291 in fold 5: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
291 2 0 2 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
291 9 9 7 9 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
291 6 ... 9 9 0 9 3 7
spread2 D2 PPE Status
291 5 6 6 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
[bnlearn]> Remaining columns for inference: 22
100%|██████████| 1/1 [00:00<00:00, 242.70it/s]
[bnlearn]> Remaining columns for inference: 22
100%|██████████| 1/1 [00:00<00:00, 256.33it/s] 100%|██████████| 1/1 [00:00<00:00, 256.33it/s]
evaluation['BDeu Hill Climbing (Maximum Likelihood)'] = evaluation_hc_ml
PC Algorithm¶
structure_kwargs_pc = {'methodtype': 'pc'}
Bayes¶
evaluation_pc_bayes = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'bayes'})
Fold 1/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(0) | 0.20154620640057533 | 0.14352602197010625 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(1) | 0.16432937792161093 | 0.13056005762650819 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(2) | 0.09313196691837469 | 0.1192148388258599 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(3) | 0.0915138439410284 | 0.11111111111111112 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(4) | 0.08989572096368213 | 0.10624887448226185 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(5) | 0.08989572096368213 | 0.10300738339636233 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(6) | 0.08989572096368213 | 0.09814514676751306 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(7) | 0.08989572096368213 | 0.09328291013866379 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(9) | 0.08989572096368213 | 0.09490365568161355 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.15665190807505797 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13957410921357788 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.1224963103520978 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.12278978388998037 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.14047151277013753 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.25 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.08333333333333333 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+---------------------+-----------+ | NHR(0) | 0.125 | ... | 0.2708333333333333 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(1) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(2) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(3) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(5) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(6) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(8) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ | NHR(9) | 0.125 | ... | 0.10416666666666667 | 0.125 | +--------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.109375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.078125 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.109375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.234375 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 0.296875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.09375 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.09375 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 0.296875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | D2(0) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(1) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(2) | 0.1 | ... | 0.15625 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(3) | 0.1 | ... | 0.171875 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(4) | 0.1 | ... | 0.125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(5) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(6) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(7) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(8) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(9) | 0.1 | ... | 0.078125 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.26229508196721313 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | PPE(9) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | RPDE(0) | 0.11475409836065574 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(1) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(2) | 0.18032786885245902 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(3) | 0.11475409836065574 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(4) | 0.09836065573770492 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(5) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(6) | 0.08196721311475409 | ... | 0.09433962264150944 | +---------+---------------------+-----+---------------------+ | RPDE(7) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | RPDE(8) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ | RPDE(9) | 0.08196721311475409 | ... | 0.11320754716981132 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.500405 | +-----------+----------+ | Status(1) | 0.499595 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 2/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+---------------------+ | Shimmer:DDA(0) | 0.19145855953673543 | 0.13938092682054035 | +----------------+---------------------+---------------------+ | Shimmer:DDA(1) | 0.16702859211002533 | 0.1377706208624083 | +----------------+---------------------+---------------------+ | Shimmer:DDA(2) | 0.09699601882012306 | 0.1200572553229558 | +----------------+---------------------+---------------------+ | Shimmer:DDA(3) | 0.09211002533478103 | 0.11039541957416354 | +----------------+---------------------+---------------------+ | Shimmer:DDA(4) | 0.09048136083966703 | 0.1055645016997674 | +----------------+---------------------+---------------------+ | Shimmer:DDA(5) | 0.09048136083966703 | 0.10234388978350331 | +----------------+---------------------+---------------------+ | Shimmer:DDA(6) | 0.09048136083966703 | 0.09751297190910718 | +----------------+---------------------+---------------------+ | Shimmer:DDA(7) | 0.09048136083966703 | 0.09268205403471104 | +----------------+---------------------+---------------------+ | Shimmer:DDA(9) | 0.09048136083966703 | 0.09429235999284309 | +----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | Shimmer:DDA | ... | Shimmer:DDA(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.10541851149061775 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.15665190807505797 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.10541851149061773 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13957410921357788 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.1224963103520978 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15275142314990514 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.11859582542694498 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.13567362428842505 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.2857142857142857 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+--------------------+-----------+ | NHR(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(6) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | RPDE(0) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(1) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(2) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(3) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(4) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(5) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(6) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(7) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(8) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | PPE(0) | 0.296875 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(1) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(2) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(3) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(4) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(5) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(6) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(7) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(8) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(9) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10602205258693809 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12128922815945717 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.497166 | +-----------+----------+ | Status(1) | 0.502834 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 3/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(0) | 0.2025089605734767 | 0.15049683830171634 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(1) | 0.16218637992831542 | 0.12773261065943994 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(2) | 0.0960573476702509 | 0.12122854561878953 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(3) | 0.09121863799283154 | 0.11472448057813912 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(4) | 0.08960573476702509 | 0.10334236675700091 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(5) | 0.08960573476702509 | 0.1000903342366757 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(6) | 0.08960573476702509 | 0.0968383017163505 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(7) | 0.08960573476702509 | 0.0919602529358627 | +-----------------+---------------------+---------------------+ | Shimmer:APQ3(9) | 0.08960573476702509 | 0.09358626919602529 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10725010725010725 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.141999141999142 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.12065637065637067 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.13803088803088806 | +-----------------+-----+---------------------+ | MDVP:Shimmer(9) | ... | 0.13803088803088806 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.13127413127413126 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09652509652509651 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15526751241036954 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.13789299503585217 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.15526751241036954 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+--------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+--------------------+ | Status | ... | Status(1) | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.1093613298337708 | +---------------------+-----+--------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.1251093613298338 | +---------------------+-----+--------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12303149606299213 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.13877952755905512 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.2857142857142857 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +-----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | MDVP:RAP(9) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +----------------+-----+-----------------+ | Status | ... | Status(1) | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(0) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(1) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(2) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(3) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(4) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(5) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(6) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(7) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(8) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(9) | ... | 0.1 | +----------------+-----+-----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.1091464745688714 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.12682820344902856 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.12278978388998037 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.14047151277013753 | +-------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +----------+----------------------+-----+---------------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | +----------+----------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +----------+----------------------+-----+---------------------+ | NHR(0) | 0.6854267228099001 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(1) | 0.05782068398890827 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(2) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(3) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(5) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(6) | 0.051350518640238256 | ... | 0.140331181588549 | +----------+----------------------+-----+---------------------+ | NHR(9) | 0.051350518640238256 | ... | 0.15801291046870614 | +----------+----------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of RPDE: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | RPDE(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+---------------------+-----+---------------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | D2(0) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(1) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(2) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(3) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(4) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(5) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(6) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(7) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ | D2(8) | 0.11111111111111109 | ... | 0.11111111111111109 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.1231696813092162 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.10766580534022395 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.1231696813092162 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | PPE(0) | 0.296875 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(1) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(2) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(3) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(4) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(5) | 0.078125 | ... | 0.09259259259259259 | +---------+------------+-----+---------------------+ | PPE(6) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(7) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(8) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ | PPE(9) | 0.078125 | ... | 0.1111111111111111 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502024 | +-----------+----------+ | Status(1) | 0.497976 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 22
100%|██████████| 1/1 [00:00<00:00, 387.39it/s]
[bnlearn]> Remaining columns for inference: 22
0%| | 0/1 [00:00<?, ?it/s]
Error for row 119 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
119 4 1 4 4
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
119 3 3 4 3 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
119 6 ... 6 2 1 7 8 8
spread2 D2 PPE Status
119 9 8 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 123 in fold 3: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
123 5 2 4 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
123 1 1 1 1 3
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
123 2 ... 3 2 1 7 6 6
spread2 D2 PPE Status
123 8 9 5 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
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Error for row 150 in fold 3: KeyError - 8
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
150 2 9 0 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
150 8 8 8 8 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
150 6 ... 9 8 0 7 2 8
spread2 D2 PPE Status
150 5 5 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 166 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
166 3 1 4 0
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
166 0 0 0 0 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
166 5 ... 7 0 4 5 5 2
spread2 D2 PPE Status
166 4 4 1 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Fold 4/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of MDVP:Shimmer: +-----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(0) | 0.23504968383017166 | 0.1492831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(1) | 0.12935862691960257 | 0.13799283154121864 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(2) | 0.0935862691960253 | 0.12670250896057347 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(3) | 0.0903342366757001 | 0.10734767025089606 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(4) | 0.0903342366757001 | 0.1025089605734767 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(5) | 0.0903342366757001 | 0.0992831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(6) | 0.0903342366757001 | 0.092831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(7) | 0.0903342366757001 | 0.092831541218638 | +-----------------+---------------------+---------------------+ | MDVP:Shimmer(9) | 0.0903342366757001 | 0.09121863799283154 | +-----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.12682820344902856 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.12278978388998037 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(9) | ... | 0.14047151277013753 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | Shimmer:APQ5(9) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(9) | ... | 0.15801291046870614 | +--------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | Shimmer:DDA(0) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(1) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(2) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(3) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(4) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(5) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(6) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(7) | ... | 0.10541851149061775 | +----------------+-----+---------------------+ | Shimmer:DDA(9) | ... | 0.15665190807505797 | +----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.14611005692599618 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09487666034155597 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.2857142857142857 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.07936507936507936 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(4) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ | MDVP:RAP(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +-------------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+--------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+--------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+--------------------+-----------+ | NHR(0) | 0.125 | ... | 0.3055555555555556 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(1) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(2) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(3) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(5) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(6) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(8) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ | NHR(9) | 0.125 | ... | 0.0992063492063492 | 0.125 | +--------+-----------+-----+--------------------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(0) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(1) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(2) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(3) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(4) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(6) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(7) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ | MDVP:Fhi(Hz)(9) | 0.125 | ... | 0.125 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(9) | ... | 0.13877952755905512 | +---------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.14060742407199098 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.15635545556805397 | +-------------------+-----+---------------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.3076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.07692307692307693 | ... | 0.11538461538461539 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | PPE(9) | 0.07692307692307693 | ... | 0.11538461538461539 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | RPDE(0) | 0.1076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(1) | 0.09230769230769231 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(2) | 0.18461538461538463 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(3) | 0.12307692307692308 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(4) | 0.1076923076923077 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(5) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(6) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(7) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ | RPDE(8) | 0.07692307692307693 | ... | 0.1346153846153846 | +---------+---------------------+-----+---------------------+ | RPDE(9) | 0.07692307692307693 | ... | 0.09615384615384616 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:PPQ(0) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(1) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(2) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(3) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(4) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(5) | ... | 0.10663254425250586 | +----------------+-----+---------------------+ | MDVP:PPQ(7) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ | MDVP:PPQ(8) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ | MDVP:PPQ(9) | ... | 0.12006824482832161 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.12682820344902856 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1091464745688714 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.497976 | +-----------+----------+ | Status(1) | 0.502024 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 200 in fold 4: KeyError - 5
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
200 3 5 0 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
200 1 0 1 0 0
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
200 0 ... 0 0 5 7 2 4
spread2 D2 PPE Status
200 5 3 3 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
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Error for row 207 in fold 4: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
207 6 2 6 8
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
207 5 7 8 7 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
207 7 ... 7 5 0 7 7 9
spread2 D2 PPE Status
207 7 7 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
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Fold 5/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [bayes] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+---------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+---------------------+ | Shimmer:DDA(0) | 0.2054034711039542 | 0.14887082204155375 | +----------------+---------------------+---------------------+ | Shimmer:DDA(1) | 0.16514582215065307 | 0.12610659439927732 | +----------------+---------------------+---------------------+ | Shimmer:DDA(2) | 0.09268205403471104 | 0.11960252935862692 | +----------------+---------------------+---------------------+ | Shimmer:DDA(3) | 0.08946144211844695 | 0.11635049683830172 | +----------------+---------------------+---------------------+ | Shimmer:DDA(4) | 0.08946144211844695 | 0.1049683830171635 | +----------------+---------------------+---------------------+ | Shimmer:DDA(5) | 0.08946144211844695 | 0.1000903342366757 | +----------------+---------------------+---------------------+ | Shimmer:DDA(6) | 0.08946144211844695 | 0.0984643179765131 | +----------------+---------------------+---------------------+ | Shimmer:DDA(7) | 0.08946144211844695 | 0.09358626919602529 | +----------------+---------------------+---------------------+ | Shimmer:DDA(9) | 0.08946144211844695 | 0.0919602529358627 | +----------------+---------------------+---------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+---------------------+ | Shimmer:DDA | ... | Shimmer:DDA(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ3(0) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(1) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(2) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(3) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(4) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(5) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(6) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(7) | ... | 0.1091464745688714 | +-----------------+-----+---------------------+ | Shimmer:APQ3(9) | ... | 0.12682820344902856 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Shimmer(0) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(1) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(2) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(3) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(4) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(5) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(6) | ... | 0.12278978388998037 | +-----------------+-----+---------------------+ | MDVP:Shimmer(7) | ... | 0.14047151277013753 | +-----------------+-----+---------------------+ [bnlearn] >CPD of HNR: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | HNR(0) | ... | 0.11591355599214143 | +--------------+-----+---------------------+ | HNR(1) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(2) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(3) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(4) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(5) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(6) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(7) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(8) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ | HNR(9) | ... | 0.09823182711198426 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----+---------------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+---------------------+ | Status | ... | Status(1) | +--------------+-----+---------------------+ | MDVP:APQ(0) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(1) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(2) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(3) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(4) | ... | 0.15801291046870614 | +--------------+-----+---------------------+ | MDVP:APQ(5) | ... | 0.140331181588549 | +--------------+-----+---------------------+ | MDVP:APQ(6) | ... | 0.140331181588549 | +--------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(0) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(1) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(2) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(3) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(4) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(5) | ... | 0.12112403100775193 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(6) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ | MDVP:Shimmer(dB)(7) | ... | 0.13662790697674418 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----+---------------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | Shimmer:APQ5(0) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(1) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(2) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(3) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(4) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(5) | ... | 0.13842746400885936 | +-----------------+-----+---------------------+ | Shimmer:APQ5(6) | ... | 0.16943521594684385 | +-----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 0.26229508196721313 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.08196721311475409 | 0.1 | +----------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of spread1: +------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +------------+-----------+-----+---------------------+-----------+ | spread1(0) | 0.1 | ... | 0.22950819672131148 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(1) | 0.1 | ... | 0.11475409836065574 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(2) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(3) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(4) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(5) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(6) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(7) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(8) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(9) | 0.1 | ... | 0.08196721311475409 | 0.1 | +------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:PPQ: +-------------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +-------------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(0) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ | MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.14285714285714285 | +-------------+---------------------+-----+---------------------+ [bnlearn] >CPD of NHR: +--------+---------------------+-----+---------------------+ | HNR | HNR(0) | ... | HNR(9) | +--------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +--------+---------------------+-----+---------------------+ | NHR(0) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(1) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(2) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(3) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(5) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ | NHR(8) | 0.16666666666666666 | ... | 0.16666666666666666 | +--------+---------------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+---------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+---------------------+ | Status | ... | Status(1) | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.11111111111111109 | +-----------------+-----+---------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | DFA(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | DFA(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of PPE: +---------+---------------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+---------------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+---------------------+-----+---------------------+ | PPE(0) | 0.3055555555555555 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(1) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(2) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(3) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(4) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(5) | 0.08680555555555554 | ... | 0.10482180293501046 | +---------+---------------------+-----+---------------------+ | PPE(6) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ | PPE(7) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ | PPE(8) | 0.08680555555555554 | ... | 0.12368972746331235 | +---------+---------------------+-----+---------------------+ [bnlearn] >CPD of RPDE: +---------+------------+-----+---------------------+ | Status | Status(0) | ... | Status(1) | +---------+------------+-----+---------------------+ | spread1 | spread1(0) | ... | spread1(9) | +---------+------------+-----+---------------------+ | RPDE(0) | 0.109375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(1) | 0.09375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(2) | 0.171875 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(3) | 0.125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(4) | 0.109375 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(5) | 0.078125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(6) | 0.078125 | ... | 0.09433962264150944 | +---------+------------+-----+---------------------+ | RPDE(7) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ | RPDE(8) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ | RPDE(9) | 0.078125 | ... | 0.11320754716981132 | +---------+------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+---------------------+ | MDVP:PPQ | ... | MDVP:PPQ(8) | +-------------------+-----+---------------------+ | Status | ... | Status(1) | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(0) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(1) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(2) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(3) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(4) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(5) | ... | 0.12159533073929961 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(8) | ... | 0.13521400778210116 | +-------------------+-----+---------------------+ | MDVP:Jitter(%)(9) | ... | 0.13521400778210116 | +-------------------+-----+---------------------+ [bnlearn] >CPD of D2: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | D2(0) | ... | 0.1 | +--------------+-----+-----------------+ | D2(1) | ... | 0.1 | +--------------+-----+-----------------+ | D2(2) | ... | 0.1 | +--------------+-----+-----------------+ | D2(3) | ... | 0.1 | +--------------+-----+-----------------+ | D2(4) | ... | 0.1 | +--------------+-----+-----------------+ | D2(5) | ... | 0.1 | +--------------+-----+-----------------+ | D2(6) | ... | 0.1 | +--------------+-----+-----------------+ | D2(7) | ... | 0.1 | +--------------+-----+-----------------+ | D2(8) | ... | 0.1 | +--------------+-----+-----------------+ | D2(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:RAP: +----------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+---------------------+ | Status | ... | Status(1) | +----------------+-----+---------------------+ | MDVP:RAP(0) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(1) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(2) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(3) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(4) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(5) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(7) | ... | 0.12303149606299213 | +----------------+-----+---------------------+ | MDVP:RAP(8) | ... | 0.13877952755905512 | +----------------+-----+---------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+---------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+---------------------+ | Status | ... | Status(1) | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.14060742407199098 | +---------------------+-----+---------------------+ | MDVP:Jitter(Abs)(8) | ... | 0.15635545556805397 | +---------------------+-----+---------------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-----+---------------------+ | MDVP:RAP | ... | MDVP:RAP(8) | +---------------+-----+---------------------+ | Status | ... | Status(1) | +---------------+-----+---------------------+ | Jitter:DDP(0) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(1) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(2) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(3) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(4) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(5) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(7) | ... | 0.12303149606299213 | +---------------+-----+---------------------+ | Jitter:DDP(8) | ... | 0.13877952755905512 | +---------------+-----+---------------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502427 | +-----------+----------+ | Status(1) | 0.497573 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 289 in fold 5: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
289 6 2 5 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
289 6 8 9 8 9
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
289 9 ... 9 6 0 8 7 9
spread2 D2 PPE Status
289 9 7 9 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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Error for row 291 in fold 5: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
291 2 0 2 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
291 9 9 7 9 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
291 6 ... 9 9 0 9 3 7
spread2 D2 PPE Status
291 5 6 6 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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evaluation['PC Algorithm (Bayes)'] = evaluation_pc_bayes
Maximum Likelihood¶
evaluation_pc_ml = discrete_cross_validation(parkinsons_df, 'Status', structure_kwargs=structure_kwargs_tan, parameter_kwargs={'methodtype': 'ml'})
Fold 1/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+---------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(0) | 0.5847457627118644 | 0.28205128205128205 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(1) | 0.3898305084745763 | 0.21367521367521367 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(2) | 0.01694915254237288 | 0.15384615384615385 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(3) | 0.00847457627118644 | 0.1111111111111111 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(4) | 0.0 | 0.08547008547008547 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(5) | 0.0 | 0.06837606837606838 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(6) | 0.0 | 0.042735042735042736 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(7) | 0.0 | 0.017094017094017096 | +-----------------+---------------------+----------------------+ | Shimmer:APQ3(9) | 0.0 | 0.02564102564102564 | +-----------------+---------------------+----------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.6666666666666666 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.3333333333333333 | +-----------------+-----------------+-----+--------------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----------+-----+-----------+-----------+ | Status | Status(0) | Status(1) | ... | Status(0) | Status(1) | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | 0.0 | ... | 1.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+--------------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+------------+--------------------+ | RPDE(0) | 0.18181818181818182 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(2) | 0.5454545454545454 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(3) | 0.18181818181818182 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(4) | 0.09090909090909091 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(6) | 0.0 | ... | 0.25 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(7) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(8) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.502128 | +-----------+----------+ | Status(1) | 0.497872 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 2/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
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[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +----------------+----------------------+----------------------+ | Shimmer:DDA(0) | 0.543859649122807 | 0.256198347107438 | +----------------+----------------------+----------------------+ | Shimmer:DDA(1) | 0.41228070175438597 | 0.24793388429752067 | +----------------+----------------------+----------------------+ | Shimmer:DDA(2) | 0.03508771929824561 | 0.15702479338842976 | +----------------+----------------------+----------------------+ | Shimmer:DDA(3) | 0.008771929824561403 | 0.10743801652892562 | +----------------+----------------------+----------------------+ | Shimmer:DDA(4) | 0.0 | 0.08264462809917356 | +----------------+----------------------+----------------------+ | Shimmer:DDA(5) | 0.0 | 0.06611570247933884 | +----------------+----------------------+----------------------+ | Shimmer:DDA(6) | 0.0 | 0.04132231404958678 | +----------------+----------------------+----------------------+ | Shimmer:DDA(7) | 0.0 | 0.01652892561983471 | +----------------+----------------------+----------------------+ | Shimmer:DDA(9) | 0.0 | 0.024793388429752067 | +----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------+-----+----------------+ | Shimmer:DDA | Shimmer:DDA(0) | ... | Shimmer:DDA(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(0) | 1.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(1) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(2) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(3) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(4) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(5) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(6) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(7) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(9) | 0.0 | ... | 1.0 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.6666666666666666 | +-----------------+-----------------+-----+--------------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.3333333333333333 | +-----------------+-----------------+-----+--------------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+--------------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(4) | 0.0 | ... | 0.6666666666666666 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+--------------------+ | MDVP:APQ(9) | 0.0 | ... | 0.3333333333333333 | +--------------+-----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of NHR: +--------+-----------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----------+-----+-----------+-----------+ | Status | Status(0) | Status(1) | ... | Status(0) | Status(1) | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | 0.0 | ... | 1.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | 0.0 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | 0.25 | ... | 0.0 | 0.125 | +--------+-----------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.05 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.85 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread1(0) | 0.1 | ... | 0.05 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(1) | 0.1 | ... | 0.95 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.15 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.05 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | D2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(2) | 0.1 | ... | 0.3 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(3) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(4) | 0.1 | ... | 0.3 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | D2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of RPDE: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | RPDE(0) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(1) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(2) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(3) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(4) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(5) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(6) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(7) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(8) | ... | 0.1 | +--------------+-----+-----------------+ | RPDE(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.485106 | +-----------+----------+ | Status(1) | 0.514894 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Fold 3/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(0) | 0.5833333333333334 | 0.3217391304347826 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(1) | 0.375 | 0.2 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(2) | 0.03333333333333333 | 0.16521739130434782 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(3) | 0.008333333333333333 | 0.13043478260869565 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(4) | 0.0 | 0.06956521739130435 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(5) | 0.0 | 0.05217391304347826 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(6) | 0.0 | 0.034782608695652174 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(7) | 0.0 | 0.008695652173913044 | +-----------------+----------------------+----------------------+ | Shimmer:APQ3(9) | 0.0 | 0.017391304347826087 | +-----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(7) | 0.0 | ... | 0.5 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(9) | 0.0 | ... | 0.5 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.5 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 0.5 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 1.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +-----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+--------------------+-----+-----------+--------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+--------------------+-----+-----------+--------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(0) | 0.1111111111111111 | ... | 1.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(1) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(2) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(3) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(4) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(5) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(7) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(8) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ | MDVP:RAP(9) | 0.1111111111111111 | ... | 0.0 | 0.1111111111111111 | +-------------+--------------------+-----+-----------+--------------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +----------------+-----+-----------------+ | Status | ... | Status(1) | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(0) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(1) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(2) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(3) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(4) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(5) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(6) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(7) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(8) | ... | 0.1 | +----------------+-----+-----------------+ | MDVP:Fo(Hz)(9) | ... | 0.1 | +----------------+-----+-----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+--------------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+--------------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.1111111111111111 | 0.0 | +---------------+-------------+-----+--------------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.1111111111111111 | 1.0 | +---------------+-------------+-----+--------------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | MDVP:RAP(9) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 1.0 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of NHR: +----------+----------------------+-----+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | +----------+----------------------+-----+-------------+ | Status | Status(0) | ... | Status(1) | +----------+----------------------+-----+-------------+ | NHR(0) | 0.98989898989899 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(1) | 0.010101010101010102 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(2) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(3) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(5) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(6) | 0.0 | ... | 0.0 | +----------+----------------------+-----+-------------+ | NHR(9) | 0.0 | ... | 1.0 | +----------+----------------------+-----+-------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of RPDE: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | RPDE(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | RPDE(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+--------------------+-----+--------------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+--------------------+-----+--------------------+ | Status | Status(0) | ... | Status(1) | +-------------+--------------------+-----+--------------------+ | D2(0) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(1) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(2) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(3) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(4) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(5) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(6) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(7) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ | D2(8) | 0.1111111111111111 | ... | 0.1111111111111111 | +-------------+--------------------+-----+--------------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+-------------------+ | Status | ... | Status(1) | +----------------+-----+-------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(7) | ... | 0.5 | +----------------+-----+-------------------+ | MDVP:PPQ(8) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:PPQ(9) | ... | 0.5 | +----------------+-----+-------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+-------------------+ | Status | ... | Status(1) | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(6) | ... | 0.5 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(9) | ... | 0.5 | +---------------------+-----+-------------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(4) | 0.0 | ... | 1.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(7) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(8) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.25 | +---------+------------+-----+------------+------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.510638 | +-----------+----------+ | Status(1) | 0.489362 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn]> Remaining columns for inference: 22
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Error for row 119 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
119 4 1 4 4
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
119 3 3 4 3 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
119 6 ... 6 2 1 7 8 8
spread2 D2 PPE Status
119 9 8 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 123 in fold 3: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
123 5 2 4 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
123 1 1 1 1 3
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
123 2 ... 3 2 1 7 6 6
spread2 D2 PPE Status
123 8 9 5 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 150 in fold 3: KeyError - 8
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
150 2 9 0 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
150 8 8 8 8 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
150 6 ... 9 8 0 7 2 8
spread2 D2 PPE Status
150 5 5 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 166 in fold 3: KeyError - 6
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
166 3 1 4 0
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
166 0 0 0 0 6
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
166 5 ... 7 0 4 5 5 2
spread2 D2 PPE Status
166 4 4 1 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:APQ3', 'Shimmer:DDA', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Flo(Hz)', 'MDVP:RAP', 'MDVP:Fo(Hz)', 'Jitter:DDP', 'MDVP:Jitter(%)', 'NHR', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'RPDE', 'spread2', 'D2', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'PPE', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Fold 4/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of MDVP:Shimmer: +-----------------+----------------------+----------------------+ | Status | Status(0) | Status(1) | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(0) | 0.7739130434782608 | 0.30833333333333335 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(1) | 0.20869565217391303 | 0.25 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(2) | 0.017391304347826087 | 0.19166666666666668 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(3) | 0.0 | 0.09166666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(4) | 0.0 | 0.06666666666666667 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(5) | 0.0 | 0.05 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(6) | 0.0 | 0.016666666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(7) | 0.0 | 0.016666666666666666 | +-----------------+----------------------+----------------------+ | MDVP:Shimmer(9) | 0.0 | 0.008333333333333333 | +-----------------+----------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +-----------------+-----+-----------------+ | Status | ... | Status(1) | +-----------------+-----+-----------------+ | Shimmer:APQ3(0) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(1) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(2) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(3) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(4) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(5) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(6) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(7) | ... | 0.0 | +-----------------+-----+-----------------+ | Shimmer:APQ3(9) | ... | 1.0 | +-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(9) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(9) | ... | 1.0 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(9) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(9) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:DDA: +----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(0) | 1.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(1) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(2) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(3) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(4) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(5) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(6) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(7) | 0.0 | ... | 0.0 | +----------------+-----------------+-----+-----------------+ | Shimmer:DDA(9) | 0.0 | ... | 1.0 | +----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:RAP: +-------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(0) | 0.125 | ... | 1.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(1) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(2) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(3) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(4) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(5) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(8) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ | MDVP:RAP(9) | 0.125 | ... | 0.0 | 0.125 | +-------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of NHR: +--------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+-----------+-----+-----------+-----------+ | NHR(0) | 0.125 | ... | 1.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(1) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(2) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(3) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(5) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(6) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(8) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ | NHR(9) | 0.125 | ... | 0.0 | 0.125 | +--------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.1 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(0) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(1) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(2) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(3) | 0.125 | ... | 1.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(4) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(6) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(7) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fhi(Hz)(9) | 0.125 | ... | 0.0 | 0.125 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread1: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread1(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread1(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of D2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | D2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | D2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-------------+----------------+-----+----------------+ | spread2(0) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(1) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(2) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(3) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(4) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(5) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(6) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(7) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(8) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ | spread2(9) | 0.1 | ... | 0.1 | +-------------+----------------+-----+----------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+-------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(9) | MDVP:RAP(9) | +---------------+-------------+-----+-------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(9) | 0.0 | ... | 0.125 | 1.0 | +---------------+-------------+-----+-------------+-------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+ | MDVP:RAP | ... | MDVP:RAP(9) | +-------------------+-----+-------------+ | Status | ... | Status(1) | +-------------------+-----+-------------+ | MDVP:Jitter(%)(0) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(1) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(2) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(3) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(4) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(5) | ... | 0.0 | +-------------------+-----+-------------+ | MDVP:Jitter(%)(9) | ... | 1.0 | +-------------------+-----+-------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+--------------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+--------------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+--------------------+------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(4) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(7) | 0.0 | ... | 0.3333333333333333 | 0.5 | +---------+------------+-----+--------------------+------------+ | PPE(8) | 0.0 | ... | 0.6666666666666666 | 0.0 | +---------+------------+-----+--------------------+------------+ | PPE(9) | 0.0 | ... | 0.0 | 0.5 | +---------+------------+-----+--------------------+------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+--------------------+------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+--------------------+------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+--------------------+------------+ | RPDE(0) | 0.13333333333333333 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(1) | 0.06666666666666667 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(2) | 0.4666666666666667 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(3) | 0.2 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(4) | 0.13333333333333333 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(6) | 0.0 | ... | 0.3333333333333333 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(7) | 0.0 | ... | 0.6666666666666666 | 0.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(8) | 0.0 | ... | 0.0 | 1.0 | +---------+---------------------+-----+--------------------+------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+--------------------+------------+ [bnlearn] >CPD of MDVP:PPQ: +----------------+-----+--------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+--------------------+ | Status | ... | Status(1) | +----------------+-----+--------------------+ | MDVP:PPQ(0) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(1) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(2) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(3) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(4) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(5) | ... | 0.0 | +----------------+-----+--------------------+ | MDVP:PPQ(7) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(8) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ | MDVP:PPQ(9) | ... | 0.3333333333333333 | +----------------+-----+--------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+--------------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(9) | MDVP:PPQ(9) | +---------------------+-----+--------------------+-------------+ | Status | ... | Status(0) | Status(1) | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(0) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(1) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(2) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(3) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(4) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(5) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(6) | ... | 0.1111111111111111 | 1.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(8) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ | MDVP:Jitter(Abs)(9) | ... | 0.1111111111111111 | 0.0 | +---------------------+-----+--------------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.489362 | +-----------+----------+ | Status(1) | 0.510638 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 200 in fold 4: KeyError - 5
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
200 3 5 0 1
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
200 1 0 1 0 0
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
200 0 ... 0 0 5 7 2 4
spread2 D2 PPE Status
200 5 3 3 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Error for row 207 in fold 4: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
207 6 2 6 8
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
207 5 7 8 7 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
207 7 ... 7 5 0 7 7 9
spread2 D2 PPE Status
207 7 7 8 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['MDVP:Shimmer', 'Shimmer:APQ3', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:APQ', 'Shimmer:DDA', 'HNR', 'MDVP:Fo(Hz)', 'MDVP:RAP', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread1', 'D2', 'spread2', 'Jitter:DDP', 'MDVP:Jitter(%)', 'PPE', 'RPDE', 'MDVP:PPQ', 'MDVP:Jitter(Abs)', 'Status']
[bnlearn]> Remaining columns for inference: 22
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Fold 5/5 [bnlearn] >Computing best DAG using [tan]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
Building tree: 0%| | 0/253.0 [00:00<?, ?it/s]
[bnlearn] >Compute structure scores for model comparison (higher is better). [bnlearn] >Parameter learning> Computing parameters using [ml] [bnlearn] >Converting [<class 'pgmpy.base.DAG.DAG'>] to BayesianNetwork model. [bnlearn] >Converting adjmat to BayesianNetwork. [bnlearn] >CPD of Shimmer:DDA: +----------------+---------------------+----------------------+ | Status | Status(0) | Status(1) | +----------------+---------------------+----------------------+ | Shimmer:DDA(0) | 0.5950413223140496 | 0.3130434782608696 | +----------------+---------------------+----------------------+ | Shimmer:DDA(1) | 0.3884297520661157 | 0.19130434782608696 | +----------------+---------------------+----------------------+ | Shimmer:DDA(2) | 0.01652892561983471 | 0.1565217391304348 | +----------------+---------------------+----------------------+ | Shimmer:DDA(3) | 0.0 | 0.1391304347826087 | +----------------+---------------------+----------------------+ | Shimmer:DDA(4) | 0.0 | 0.0782608695652174 | +----------------+---------------------+----------------------+ | Shimmer:DDA(5) | 0.0 | 0.05217391304347826 | +----------------+---------------------+----------------------+ | Shimmer:DDA(6) | 0.0 | 0.043478260869565216 | +----------------+---------------------+----------------------+ | Shimmer:DDA(7) | 0.0 | 0.017391304347826087 | +----------------+---------------------+----------------------+ | Shimmer:DDA(9) | 0.0 | 0.008695652173913044 | +----------------+---------------------+----------------------+ [bnlearn] >CPD of Shimmer:APQ3: +-----------------+----------------+-----+----------------+ | Shimmer:DDA | Shimmer:DDA(0) | ... | Shimmer:DDA(9) | +-----------------+----------------+-----+----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(0) | 1.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(1) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(2) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(3) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(4) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(5) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(6) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(7) | 0.0 | ... | 0.0 | +-----------------+----------------+-----+----------------+ | Shimmer:APQ3(9) | 0.0 | ... | 1.0 | +-----------------+----------------+-----+----------------+ [bnlearn] >CPD of MDVP:Shimmer: +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(6) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer(7) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of HNR: +--------------+-----+-----------------+ | Shimmer:APQ3 | ... | Shimmer:APQ3(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | HNR(0) | ... | 1.0 | +--------------+-----+-----------------+ | HNR(1) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(2) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(3) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(4) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(5) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(6) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(7) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(8) | ... | 0.0 | +--------------+-----+-----------------+ | HNR(9) | ... | 0.0 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:APQ: +--------------+-----------------+-----+-----------------+ | Shimmer:APQ3 | Shimmer:APQ3(0) | ... | Shimmer:APQ3(9) | +--------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(0) | 1.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(1) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(2) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(3) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(4) | 0.0 | ... | 1.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(5) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ | MDVP:APQ(6) | 0.0 | ... | 0.0 | +--------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Shimmer(dB): +---------------------+-----+-----------------+ | MDVP:Shimmer | ... | MDVP:Shimmer(7) | +---------------------+-----+-----------------+ | Status | ... | Status(1) | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(0) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(1) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(2) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(3) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(4) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(5) | ... | 0.0 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(6) | ... | 0.5 | +---------------------+-----+-----------------+ | MDVP:Shimmer(dB)(7) | ... | 0.5 | +---------------------+-----+-----------------+ [bnlearn] >CPD of Shimmer:APQ5: +-----------------+-----------------+-----+-----------------+ | MDVP:Shimmer | MDVP:Shimmer(0) | ... | MDVP:Shimmer(7) | +-----------------+-----------------+-----+-----------------+ | Status | Status(0) | ... | Status(1) | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(0) | 1.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(1) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(2) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(3) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(4) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(5) | 0.0 | ... | 0.0 | +-----------------+-----------------+-----+-----------------+ | Shimmer:APQ5(6) | 0.0 | ... | 1.0 | +-----------------+-----------------+-----+-----------------+ [bnlearn] >CPD of MDVP:Fo(Hz): +----------------+-----------+-----+-----------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +----------------+-----------+-----+-----------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(6) | 0.1 | ... | 1.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(8) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ | MDVP:Fo(Hz)(9) | 0.1 | ... | 0.0 | 0.1 | +----------------+-----------+-----+-----------+-----------+ [bnlearn] >CPD of spread1: +------------+-----------+-----+---------------------+-----------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +------------+-----------+-----+---------------------+-----------+ | Status | Status(0) | ... | Status(0) | Status(1) | +------------+-----------+-----+---------------------+-----------+ | spread1(0) | 0.1 | ... | 0.8181818181818182 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(1) | 0.1 | ... | 0.18181818181818182 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(2) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(3) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(4) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(5) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(6) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(7) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(8) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ | spread1(9) | 0.1 | ... | 0.0 | 0.1 | +------------+-----------+-----+---------------------+-----------+ [bnlearn] >CPD of MDVP:PPQ: +-------------+---------------------+-----+-----------+---------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +-------------+---------------------+-----+-----------+---------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(0) | 0.14285714285714285 | ... | 1.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(1) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(2) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(3) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(4) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(5) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ | MDVP:PPQ(8) | 0.14285714285714285 | ... | 0.0 | 0.14285714285714285 | +-------------+---------------------+-----+-----------+---------------------+ [bnlearn] >CPD of NHR: +--------+---------------------+-----+-----------+---------------------+ | HNR | HNR(0) | ... | HNR(9) | HNR(9) | +--------+---------------------+-----+-----------+---------------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +--------+---------------------+-----+-----------+---------------------+ | NHR(0) | 0.16666666666666666 | ... | 1.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(1) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(2) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(3) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(5) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ | NHR(8) | 0.16666666666666666 | ... | 0.0 | 0.16666666666666666 | +--------+---------------------+-----+-----------+---------------------+ [bnlearn] >CPD of MDVP:Flo(Hz): +-----------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-----------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(0) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(1) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(2) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(3) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(4) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(5) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(6) | 0.1 | ... | 0.05 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(7) | 0.1 | ... | 0.0 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(8) | 0.1 | ... | 0.1 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ | MDVP:Flo(Hz)(9) | 0.1 | ... | 0.85 | 0.1 | +-----------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of MDVP:Fhi(Hz): +-----------------+-----+--------------------+ | MDVP:Fo(Hz) | ... | MDVP:Fo(Hz)(9) | +-----------------+-----+--------------------+ | Status | ... | Status(1) | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(0) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(1) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(2) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(3) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(4) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(5) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(6) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(7) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ | MDVP:Fhi(Hz)(9) | ... | 0.1111111111111111 | +-----------------+-----+--------------------+ [bnlearn] >CPD of DFA: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | DFA(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(1) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(2) | 0.1 | ... | 1.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(3) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | DFA(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of spread2: +-------------+----------------+-----+----------------+----------------+ | MDVP:Fo(Hz) | MDVP:Fo(Hz)(0) | ... | MDVP:Fo(Hz)(9) | MDVP:Fo(Hz)(9) | +-------------+----------------+-----+----------------+----------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +-------------+----------------+-----+----------------+----------------+ | spread2(0) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(1) | 0.1 | ... | 0.15 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(2) | 0.1 | ... | 0.4 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(3) | 0.1 | ... | 0.45 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(4) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(5) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(6) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(7) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(8) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ | spread2(9) | 0.1 | ... | 0.0 | 0.1 | +-------------+----------------+-----+----------------+----------------+ [bnlearn] >CPD of PPE: +---------+------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+------------+-----+------------+--------------------+ | PPE(0) | 1.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(1) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(2) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(3) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(4) | 0.0 | ... | 0.25 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+------------+-----+------------+--------------------+ | PPE(6) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(7) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ | PPE(8) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+------------+-----+------------+--------------------+ [bnlearn] >CPD of RPDE: +---------+---------------------+-----+------------+--------------------+ | Status | Status(0) | ... | Status(1) | Status(1) | +---------+---------------------+-----+------------+--------------------+ | spread1 | spread1(0) | ... | spread1(8) | spread1(9) | +---------+---------------------+-----+------------+--------------------+ | RPDE(0) | 0.14285714285714285 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(1) | 0.07142857142857142 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(2) | 0.42857142857142855 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(3) | 0.21428571428571427 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(4) | 0.14285714285714285 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(5) | 0.0 | ... | 0.0 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(6) | 0.0 | ... | 0.25 | 0.0 | +---------+---------------------+-----+------------+--------------------+ | RPDE(7) | 0.0 | ... | 0.5 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(8) | 0.0 | ... | 0.25 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ | RPDE(9) | 0.0 | ... | 0.0 | 0.3333333333333333 | +---------+---------------------+-----+------------+--------------------+ [bnlearn] >CPD of MDVP:Jitter(%): +-------------------+-----+-------------+-------------+ | MDVP:PPQ | ... | MDVP:PPQ(8) | MDVP:PPQ(8) | +-------------------+-----+-------------+-------------+ | Status | ... | Status(0) | Status(1) | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(0) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(1) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(2) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(3) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(4) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(5) | ... | 0.125 | 0.0 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(8) | ... | 0.125 | 0.5 | +-------------------+-----+-------------+-------------+ | MDVP:Jitter(%)(9) | ... | 0.125 | 0.5 | +-------------------+-----+-------------+-------------+ [bnlearn] >CPD of D2: +--------------+-----+-----------------+ | MDVP:Flo(Hz) | ... | MDVP:Flo(Hz)(9) | +--------------+-----+-----------------+ | Status | ... | Status(1) | +--------------+-----+-----------------+ | D2(0) | ... | 0.1 | +--------------+-----+-----------------+ | D2(1) | ... | 0.1 | +--------------+-----+-----------------+ | D2(2) | ... | 0.1 | +--------------+-----+-----------------+ | D2(3) | ... | 0.1 | +--------------+-----+-----------------+ | D2(4) | ... | 0.1 | +--------------+-----+-----------------+ | D2(5) | ... | 0.1 | +--------------+-----+-----------------+ | D2(6) | ... | 0.1 | +--------------+-----+-----------------+ | D2(7) | ... | 0.1 | +--------------+-----+-----------------+ | D2(8) | ... | 0.1 | +--------------+-----+-----------------+ | D2(9) | ... | 0.1 | +--------------+-----+-----------------+ [bnlearn] >CPD of MDVP:RAP: +----------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +----------------+-----+-------------------+ | Status | ... | Status(1) | +----------------+-----+-------------------+ | MDVP:RAP(0) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(1) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(2) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(3) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(4) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(5) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(7) | ... | 0.0 | +----------------+-----+-------------------+ | MDVP:RAP(8) | ... | 1.0 | +----------------+-----+-------------------+ [bnlearn] >CPD of MDVP:Jitter(Abs): +---------------------+-----+-------------------+ | MDVP:Jitter(%) | ... | MDVP:Jitter(%)(9) | +---------------------+-----+-------------------+ | Status | ... | Status(1) | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(0) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(1) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(2) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(3) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(4) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(5) | ... | 0.0 | +---------------------+-----+-------------------+ | MDVP:Jitter(Abs)(8) | ... | 1.0 | +---------------------+-----+-------------------+ [bnlearn] >CPD of Jitter:DDP: +---------------+-------------+-----+-------------+-------------+ | MDVP:RAP | MDVP:RAP(0) | ... | MDVP:RAP(8) | MDVP:RAP(8) | +---------------+-------------+-----+-------------+-------------+ | Status | Status(0) | ... | Status(0) | Status(1) | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(0) | 1.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(1) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(2) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(3) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(4) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(5) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(7) | 0.0 | ... | 0.125 | 0.0 | +---------------+-------------+-----+-------------+-------------+ | Jitter:DDP(8) | 0.0 | ... | 0.125 | 1.0 | +---------------+-------------+-----+-------------+-------------+ [bnlearn] >CPD of Status: +-----------+----------+ | Status(0) | 0.512712 | +-----------+----------+ | Status(1) | 0.487288 | +-----------+----------+ [bnlearn] >Compute structure scores for model comparison (higher is better). 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Error for row 289 in fold 5: KeyError - 9
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
289 6 2 5 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
289 6 8 9 8 9
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
289 9 ... 9 6 0 8 7 9
spread2 D2 PPE Status
289 9 7 9 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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Error for row 291 in fold 5: KeyError - 7
Row causing error: MDVP:Fo(Hz) MDVP:Fhi(Hz) MDVP:Flo(Hz) MDVP:Jitter(%) \
291 2 0 2 9
MDVP:Jitter(Abs) MDVP:RAP MDVP:PPQ Jitter:DDP MDVP:Shimmer \
291 9 9 7 9 7
MDVP:Shimmer(dB) ... Shimmer:DDA NHR HNR RPDE DFA spread1 \
291 6 ... 9 9 0 9 3 7
spread2 D2 PPE Status
291 5 6 6 1
[1 rows x 23 columns]
Model state names for target variable: {'Status': [0, 1]}
Model nodes: ['Shimmer:DDA', 'Shimmer:APQ3', 'MDVP:Shimmer', 'HNR', 'MDVP:APQ', 'MDVP:Shimmer(dB)', 'Shimmer:APQ5', 'MDVP:Fo(Hz)', 'spread1', 'MDVP:PPQ', 'NHR', 'MDVP:Flo(Hz)', 'MDVP:Fhi(Hz)', 'DFA', 'spread2', 'PPE', 'RPDE', 'MDVP:Jitter(%)', 'D2', 'MDVP:RAP', 'MDVP:Jitter(Abs)', 'Jitter:DDP', 'Status']
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evaluation['PC Algorithm (Maximum Likelihood)'] = evaluation_pc_ml
Evaluation¶
plot_metrics_from_evaluation(evaluation)
display_evaluation_results(evaluation)
Tree-Augmented Naive Bayes (Bayes):
Metrics:
Classification:
Accuracy: 79.15%
Precision: 89.30%
Recall: 64.79%
F1_score: 75.06%
Roc_auc: 0.7874958507950487
Brier_score: 0.20853999498314355
Log_loss: 7.516543296940656
Time Taken: 48.43 seconds
Confusion Matrix: [135 12]
[44 95]
Tree-Augmented Naive Bayes (Maximum Likelihood):
Metrics:
Classification:
Accuracy: 64.43%
Precision: 87.89%
Recall: 31.39%
F1_score: 46.08%
Roc_auc: 0.635602393220427
Brier_score: 0.3556900431067776
Log_loss: 12.82036862770083
Time Taken: 7.65 seconds
Confusion Matrix: [139 8]
[94 45]
BDeu Hill Climbing (Bayes):
Metrics:
Classification:
Accuracy: 79.15%
Precision: 89.30%
Recall: 64.79%
F1_score: 75.06%
Roc_auc: 0.7874958507950487
Brier_score: 0.20853999498314355
Log_loss: 7.516543296940656
Time Taken: 36.36 seconds
Confusion Matrix: [135 12]
[44 95]
BDeu Hill Climbing (Maximum Likelihood):
Metrics:
Classification:
Accuracy: 64.43%
Precision: 87.89%
Recall: 31.39%
F1_score: 46.08%
Roc_auc: 0.635602393220427
Brier_score: 0.3556900431067776
Log_loss: 12.82036862770083
Time Taken: 6.56 seconds
Confusion Matrix: [139 8]
[94 45]
PC Algorithm (Bayes):
Metrics:
Classification:
Accuracy: 79.15%
Precision: 89.30%
Recall: 64.79%
F1_score: 75.06%
Roc_auc: 0.7874958507950487
Brier_score: 0.20853999498314355
Log_loss: 7.516543296940656
Time Taken: 37.55 seconds
Confusion Matrix: [135 12]
[44 95]
PC Algorithm (Maximum Likelihood):
Metrics:
Classification:
Accuracy: 64.43%
Precision: 87.89%
Recall: 31.39%
F1_score: 46.08%
Roc_auc: 0.635602393220427
Brier_score: 0.3556900431067776
Log_loss: 12.82036862770083
Time Taken: 7.50 seconds
Confusion Matrix: [139 8]
[94 45]
plot_confusion_matrices_from_evaluation(evaluation, cmap=gradient_palette)